Datasets:

buley
/

behavioral-taxonomy

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
id: string
opposite: string
flipping_mechanism: string
context: string
mutability: string
friction_index: double
leverage: string
recursive_amplification: double
intervention_difficulty: int64
when: string
tags: list<item: string>
  child 0, item: string
social_consensus: double
minimize: string
recognize: string
origin: string
operator_mechanism: string
category_name: string
modality: string
operator_name: string
category_id: string
related_archetypes: list<item: string>
  child 0, item: string
academic_fields: list<item: string>
  child 0, item: string
valences: list<item: string>
  child 0, item: string
result: string
interdict: string
objective_grounding: double
name: string
given: string
then: string
to
{'id': Value('int64'), 'name': Value('string'), 'category_id': Value('string'), 'category_name': Value('string'), 'given': Value('string'), 'when': Value('string'), 'then': Value('string'), 'result': Value('string'), 'origin': Value('string'), 'modality': Value('string'), 'mutability': Json(decode=True), 'valences': List(Value('string')), 'operator_name': Value('string'), 'operator_mechanism': Value('string'), 'objective_grounding': Value('float64'), 'social_consensus': Value('float64'), 'recursive_amplification': Value('float64'), 'friction_index': Value('float64'), 'intervention_difficulty': Value('int64'), 'interdict': Value('string'), 'minimize': Value('string'), 'recognize': Value('string'), 'leverage': Value('string'), 'tags': List(Value('string')), 'related_archetypes': List(Value('string')), 'academic_fields': List(Value('string'))}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 260, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 120, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              id: string
              opposite: string
              flipping_mechanism: string
              context: string
              mutability: string
              friction_index: double
              leverage: string
              recursive_amplification: double
              intervention_difficulty: int64
              when: string
              tags: list<item: string>
                child 0, item: string
              social_consensus: double
              minimize: string
              recognize: string
              origin: string
              operator_mechanism: string
              category_name: string
              modality: string
              operator_name: string
              category_id: string
              related_archetypes: list<item: string>
                child 0, item: string
              academic_fields: list<item: string>
                child 0, item: string
              valences: list<item: string>
                child 0, item: string
              result: string
              interdict: string
              objective_grounding: double
              name: string
              given: string
              then: string
              to
              {'id': Value('int64'), 'name': Value('string'), 'category_id': Value('string'), 'category_name': Value('string'), 'given': Value('string'), 'when': Value('string'), 'then': Value('string'), 'result': Value('string'), 'origin': Value('string'), 'modality': Value('string'), 'mutability': Json(decode=True), 'valences': List(Value('string')), 'operator_name': Value('string'), 'operator_mechanism': Value('string'), 'objective_grounding': Value('float64'), 'social_consensus': Value('float64'), 'recursive_amplification': Value('float64'), 'friction_index': Value('float64'), 'intervention_difficulty': Value('int64'), 'interdict': Value('string'), 'minimize': Value('string'), 'recognize': Value('string'), 'leverage': Value('string'), 'tags': List(Value('string')), 'related_archetypes': List(Value('string')), 'academic_fields': List(Value('string'))}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1922, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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id int64	name string	category_id string	category_name string	given string	when string	then string	result string	origin string	modality string	mutability unknown	valences list	operator_name string	operator_mechanism string	objective_grounding float64	social_consensus float64	recursive_amplification float64	friction_index float64	intervention_difficulty int64	interdict string	minimize string	recognize string	leverage string	tags list	related_archetypes list	academic_fields list
1,025	The Phantom Vibration Loop	digital-cognitive	Digital & Cognitive Loops	Neurological conditioning to smartphone notifications	Sitting in silence	Thigh muscles twitch, simulating a buzz that didn't happen	Subject checks a blank screen, reinforcing the dopamine loop	DIGITAL	HAPTIC	"STUBBORN"	[ "DISRUPTION" ]	The Ghost Signal	Neural pathways anticipating reward create sensory hallucinations.	0	0.8	0.9	0.8	7	Use app limits, grayscale, or notification management	Seek feedback from trusted allies about perception gaps	Be aware of physical comfort/discomfort in interactions		[ "addiction", "technology", "neurology" ]	[]	[ "Cyberpsychology", "Neuroplasticity" ]
1,030	The Now vs. Not Now Loop	digital-cognitive	Digital & Cognitive Loops	Lack of internal clock (Time Blindness)	Told an event is in 3 weeks	The event does not exist until T-minus 1 hour	Calm demeanor followed by explosive, manic productivity	BEHAVIORAL	META	"STUBBORN"	[ "DISRUPTION", "SUBMISSION" ]	The Panic Horizon	Dopamine deficiency requires extreme urgency to trigger executive function.	1	0.4	0.8	0.6	7	Use implementation intentions: "When X happens, I will do Y"	Reframe the situation: what would an objective observer see?	Notice when internal narratives affect external behavior		[ "adhd", "productivity", "executive-dysfunction" ]	[ "The Procrastinator", "The Crunch Time Hero" ]	[ "Neuroscience" ]
1,034	The Imposter Loop	digital-cognitive	Digital & Cognitive Loops	High competence + Low internal validation	Receiving praise or a promotion	Subject panics, believing they have 'tricked' everyone	Over-preparation and eventual burnout	NARRATIVE	META	"STUBBORN"	[ "SUBMISSION" ]	The Con Artist Operator	Success is re-contextualized as deception rather than merit.	0	0.1	0.95	0.9	7	Actively construct and share an alternative narrative	Set hard boundaries; this loop will consume all available energy if unchecked.	Notice when internal narratives affect external behavior		[ "competence", "anxiety", "high-achiever" ]	[ "The Perfectionist", "The Fraud" ]	[ "Organizational Psychology" ]
1,038	The Elevator Loop	digital-cognitive	Digital & Cognitive Loops	Forced proximity in a metal box	The doors close	Everyone fixates on the floor numbers	Suppression of all human interaction until the ding	ENVIRONMENTAL	PROXEMIC	"FLUID"	[ "SUBMISSION" ]	The Collective Trance	Temporary suspension of social contract to manage territorial stress.	1	1	0.1	0	5	Change or modify the triggering environment	Prepare counter-narratives in advance for recurring situations	Notice spatial behaviors in group dynamics		[ "social-norms", "awkwardness", "architecture" ]	[]	[ "Proxemics", "Sociology" ]
1,057	The Cassandra Loop	digital-cognitive	Digital & Cognitive Loops	High pattern recognition + Low charisma	Warning the group of a future disaster	The group laughs or ignores the warning	The disaster happens, and the group blames the subject for 'jinxing' it	NARRATIVE	AUDITORY	"STUBBORN"	[ "REPULSION", "DECEPTION" ]	The Curse	Cognitive dissonance causes group to shoot the messenger rather than accept bad news.	1	0	0.5	1	6	Build relationships that reinforce the desired identity	Prepare counter-narratives in advance for recurring situations	Notice when you're reacting to HOW something is said vs WHAT		[ "mythology", "truth-telling", "group-dynamics" ]	[ "The Prophet", "The Outcast" ]	[ "Classical Studies", "Social Psychology" ]
1,065	The Beginner's Luck Loop	digital-cognitive	Digital & Cognitive Loops	Total lack of expectation or fear of failure	Attempting a complex task (e.g., pool shot)	Muscle tension is absent, allowing perfect fluidity	Success that vanishes the moment the subject 'tries'	BEHAVIORAL	VISUAL_DYNAMIC	"VOLATILE"	[ "ATTRACTION", "DISRUPTION" ]	The Flow State	Absence of pre-frontal cortex interference in motor tasks.	0.7	0.9	0	0.2	5	Practice deliberate counter-behaviors in low-stakes situations	Recognize the loop is triggering and pause before reacting	Pay attention to body language shifts	Amplify in social or romantic contexts	[ "luck", "performance", "sports-psychology" ]	[]	[ "Motor Learning", "Performance Psychology" ]
1,077	The Baader-Meinhof Loop	digital-cognitive	Digital & Cognitive Loops	Learning a new word or concept	Navigating the world the next day	It appears everywhere	The feeling that the simulation just 'patched' the data in	DIGITAL	META	"FLUID"	[ "DISRUPTION" ]	The Rendering Engine	Selective attention filter is updated, allowing previously ignored data to pass.	0	0.5	0	0.5	5	Set intentional friction for problematic tech behaviors	Use grounding techniques to avoid emotional hijacking	Notice when internal narratives affect external behavior		[ "perception", "cognition", "simulation-theory" ]	[]	[ "Cognitive Science" ]
1,088	The Self-Recognition Loop	digital-cognitive	Digital & Cognitive Loops	Seeing a reflection	Realizing 'That is Me'	The Ego is born	The beginning of anxiety, vanity, and the social self	GENETIC	META	"IMMUTABLE"	[ "TRUST", "DOMINANCE" ]	The User	The 'Mirror Stage' of development where subjectivity separates from the environment.	1	1	1	0	8		Ground yourself with deep breathing; this is a perceptual distortion, not reality.	Watch for recursive self-doubt or self-fulfilling prophecies	Pair with competence demonstrations for maximum effect	[ "philosophy", "development", "consciousness" ]	[ "The Self" ]	[ "Lacanian Psychoanalysis", "Developmental Psychology" ]
17	The Orthodontic Class Loop	dental-oral-signals	Dental & Oral Signals	an individual possesses Class I Occlusion (Perfectly straight/white teeth)	they smile during a first impression or job interview	the observer unconsciously registers "High Socioeconomic Status" and "Self-Discipline" (The Halo Operator)	higher rates of hiring and the development of Social Ease (expectation of acceptance)	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Halo Operator	the observer unconsciously registers "High Socioeconomic Status" and "Self-Discipline"	0.3	0.6	0.5	0.3	6	Reframe the narrative around this characteristic	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[ "social" ]	[]	[]
18	The Malocclusion Shame Loop	dental-oral-signals	Dental & Oral Signals	an individual possesses Visible Malocclusion or Discoloration	they laugh or speak	they engage in "guarding behaviors" (covering mouth with hand)	the perception of Dishonesty or Shyness by others (The Deception Operator), reinforcing Social Withdrawal	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION", "DECEPTION" ]	Unknown Operator	they engage in "guarding behaviors" (covering mouth with hand)	0.5	0.6	0.3	0.5	6	Proactively seek social exposure in safe, low-stakes environments to break the cycle.	Prepare counter-narratives in advance for recurring situations	Watch for snap judgments based on appearance		[ "social", "perception" ]	[]	[]
19	The Haptic Warmth Loop	dermatological-tactile-signals	Dermatological & Tactile Signals	an individual possesses High Peripheral Perfusion (Warm, dry hands)	they engage in a handshake or physical touch	the recipient releases oxytocin and assigns "Benevolence" (The Trust Operator)	higher success rates in negotiation and the development of Persuasive Confidence	GENETIC	HAPTIC	1	[ "SUBMISSION" ]	The Trust Operator	the recipient releases oxytocin and assigns "Benevolence"	0.7	1	0.1	0.3	5	Build competence in areas that compensate	Prepare counter-narratives in advance for recurring situations	Notice touch aversion or seeking behaviors	Enter high-stakes situations with this signal active to establish presence.	[]	[]	[]
20	The Hyperhidrosis Anxiety Loop	dermatological-tactile-signals	Dermatological & Tactile Signals	an individual possesses Palmar Hyperhidrosis (Clammy/sweaty hands)	a greeting ritual occurs	the recipient feels a visceral recoil (The Disgust Operator - mild)	the individual avoiding touch, leading to Touch Starvation and Social Distance	GENETIC	HAPTIC	1	[ "REPULSION" ]	The Disgust Operator	the recipient feels a visceral recoil	0.4	0.8	0.1	0.1	5	Focus on complementary strengths that offset this trait	Recognize the loop is triggering and pause before reacting	Notice touch aversion or seeking behaviors		[ "anxiety", "social", "touch" ]	[]	[]
21	The Silver Fox Loop	aging-temporal-biomarkers	Aging & Temporal Biomarkers	an individual (Male) possesses Canities (Graying hair) + Mesomorphy	they are in a professional environment	peers conflate age with wisdom (The Mentorship Operator)	accelerated promotion to executive roles and High Authority	GENETIC	VISUAL_STATIC	1	[ "DOMINANCE" ]	The Mentorship Operator	peers conflate age with wisdom	0.1	0.9	0	0.6	5			Watch for snap judgments based on appearance	Use to establish credibility before high-stakes moments	[ "hair", "authority" ]	[]	[]
22	The Erasure Loop	aging-temporal-biomarkers	Aging & Temporal Biomarkers	an individual (Female) possesses visible wrinkles and gray hair	they enter a "mating market" social venue (bar/club)	they experience a sudden drop in male gaze/attention (The Invisible Operator)	either a loss of self-worth OR a liberation from performativity, leading to Radical Authenticity	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Invisible Operator	they experience a sudden drop in male gaze/attention	0.3	1	0.5	0.1	6	Reframe the narrative around this characteristic	Use grounding techniques to avoid emotional hijacking	Watch for snap judgments based on appearance		[ "hair" ]	[]	[]
23	The Limbal Ring Loop	ocular-gaze-signals	Ocular & Gaze Signals	an individual possesses a thick, dark Limbal Ring (sign of youth/health)	making eye contact	the observer perceives "Soulfulness" or "Intensity" (The Novelty Operator)	prolonged eye contact from others, fostering Intimacy Skills	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Novelty Operator	the observer perceives "Soulfulness" or "Intensity"	0.7	0.8	0.2	0.4	6	Focus on complementary strengths that offset this trait	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[]	[]	[]
24	The Shifty Gaze Loop	ocular-gaze-signals	Ocular & Gaze Signals	an individual possesses High Saccadic Rate (Darting eyes)	speaking to authority	the authority suspects guilt or instability (The Scrutiny Operator)	false accusations or micromanagement, creating Paranoia	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Scrutiny Operator	the authority suspects guilt or instability	0.9	1	0.2	0.9	6	Reframe the narrative around this characteristic	Ground yourself with deep breathing; this is a perceptual distortion, not reality.	Notice when first impressions feel unusually strong		[ "eyes", "gaze" ]	[]	[]
25	The Pheromonal Halo Loop	olfactory-chemical-signals	Olfactory & Chemical Signals	an individual possesses a Major Histocompatibility Complex (MHC) distinct from the observer	they are in close proximity	the observer feels inexplicable "Chemistry" or attraction (The Sexual Opportunity Operator)	high "unearned" rapport and Social Magnetism	GENETIC	VISUAL_STATIC	1	[ "ATTRACTION" ]	The Sexual Opportunity Operator	the observer feels inexplicable "Chemistry" or attraction	0.7	0.7	1	0.9	8			Watch for snap judgments based on appearance	Combine with approachability signals	[ "social" ]	[]	[]
26	The Olfactory Exclusion Loop	olfactory-chemical-signals	Olfactory & Chemical Signals	an individual possesses Bromhidrosis (Body odor) or Halitosis	they enter a group circle	the circle physically widens to increase airflow/distance (The Exclusion Operator)	deep Social Shame and hyper-vigilant hygiene behaviors (OCD tendencies)	GENETIC	OLFACTORY	1	[ "SUBMISSION" ]	The Exclusion Operator	the circle physically widens to increase airflow/distance	0.5	0.9	0.2	0.7	6	Reframe the narrative around this characteristic	Seek feedback from trusted allies about perception gaps	Notice when smell affects your judgment of someone		[ "social" ]	[]	[]
27	The Fidget-Nervous Loop	micro-movement-gait	Micro-movement & Gait	an individual possesses High Psychomotor Agitation (Tapping, bouncing leg)	in a meeting or classroom	surrounding peers absorb the anxiety (Mirror Neurons) and become irritated (The Obstruction Operator)	the individual being told to "calm down," reinforcing a self-concept of Neuroticism	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Obstruction Operator	surrounding peers absorb the anxietyand become irritated	0.4	0.6	0.3	0.5	6	Build competence in areas that compensate	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[]	[]	[]
28	The Predator Walk Loop	micro-movement-gait	Micro-movement & Gait	an individual possesses High Shoulder Stability + Silent Footfall	approaching others from behind	the observer experiences a Startle Response (The Threat Operator)	peers keeping a respectful distance, reinforcing Solitary Behavior	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Threat Operator	the observer experiences a Startle Response	0.9	0.5	0.1	0	5	Reframe the narrative around this characteristic	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[]	[]	[]
29	The Scar-Story Loop	rare-outlier-loops	Rare/Outlier Loops	an individual possesses a visible facial scar (not disfigurement)	meeting new people	it acts as a conversation anchor (The Novelty Operator)	the individual rehearsing a specific narrative, developing Storytelling Charisma	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Novelty Operator	it acts as a conversation anchor	0.9	0.7	0.2	0.5	6	Focus on complementary strengths that offset this trait	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[]	[]	[]
30	The Glasses-Intellect Loop	rare-outlier-loops	Rare/Outlier Loops	an individual wears thick-rimmed eyewear	a technical problem arises	the group turns to them for the solution (The Intellectual Operator)	the individual feeling pressure to be smart, leading to Intellectual Specialization	SARTORIAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Intellectual Operator	the group turns to them for the solution	0.6	0.6	0.1	0.4	5	Modify or remove the triggering element	Use grounding techniques to avoid emotional hijacking	Watch for snap judgments based on appearance		[]	[]	[]
31	The Left-Handed Adaptation Loop	rare-outlier-loops	Rare/Outlier Loops	an individual is Sinistral (Left-handed)	using tools or eating at a crowded table	they bump elbows/struggle with design (The Obstruction Operator)	higher Ambidexterity and Lateral Thinking (adaptability)	BEHAVIORAL	HAPTIC	1	[ "SUBMISSION" ]	The Obstruction Operator	they bump elbows/struggle with design	0.7	0.7	0.9	0.5	7	Use implementation intentions: "When X happens, I will do Y"	Prepare counter-narratives in advance for recurring situations	Be aware of physical comfort/discomfort in interactions		[]	[]	[]
32	The Redhead Passion Loop	rare-outlier-loops	Rare/Outlier Loops	an individual possesses MC1R Mutation (Red hair)	they express mild frustration	observers attribute it to a "fiery temper" (The Stereotype Threat Operator)	the individual either embracing Expressiveness or strictly Masking Anger to avoid the label	GENETIC	VISUAL_STATIC	1	[ "REPULSION" ]	The Stereotype Threat Operator	observers attribute it to a "fiery temper"	1	0.7	0.3	0.5	6	Focus on complementary strengths that offset this trait	Prepare counter-narratives in advance for recurring situations	Notice when first impressions feel unusually strong		[ "skin", "hair" ]	[]	[]
33	The Easy Blushing Loop	dermatological-reactivity-the-skin-interface	Dermatological Reactivity (The Skin Interface)	an individual possesses High Vasomotor Reactivity (turns red easily)	they are challenged or complimented	the observer perceives "Innocence" or "Lack of Guile" (The Trust Operator)	the individual being trusted with secrets but excluded from "ruthless" decisions, fostering a Peacemaker Identity	GENETIC	VISUAL_STATIC	1	[ "TRUST" ]	The Trust Operator	the observer perceives "Innocence" or "Lack of Guile"	0.7	0.7	0.2	0.2	6			Notice when first impressions feel unusually strong	Pair with competence demonstrations for maximum effect	[ "trust" ]	[]	[]
34	The Thick Skin Loop	dermatological-reactivity-the-skin-interface	Dermatological Reactivity (The Skin Interface)	an individual possesses post-acne scarring or rough skin texture	they are in a first-impression scenario	the observer subconsciously assumes "Toughness" or "Lower Sensitivity" (The Stoic Operator)	peers offering less emotional comfort, forcing the individual to develop Emotional Self-Reliance	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Stoic Operator	the observer subconsciously assumes "Toughness" or "Lower Sensitivity"	0.2	0.7	0.9	0.5	7	Reframe the narrative around this characteristic	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[ "skin" ]	[]	[]
35	The Paleotype Loop	dermatological-reactivity-the-skin-interface	Dermatological Reactivity (The Skin Interface)	an individual possesses Fitzpatrick Type I Skin (Burns instantly)	outdoor group activities are planned	the group accommodates or restricts movement to shade (The Fragility Operator)	the individual adopting an Indoor/Cerebral Locus of Control	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Fragility Operator	the group accommodates or restricts movement to shade	0.6	0.6	0.1	0.3	5	Build competence in areas that compensate	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[ "skin" ]	[]	[]
36	The Premature Balding Loop	cranial-follicular-signaling	Cranial & Follicular Signaling	an individual (Young Male) possesses Androgenic Alopecia	they interact with peers of the same age	they are perceived as "Older" or "Unlucky" (The Pity/Seniority Operator)	the development of Defensive Humor or Compensatory Fitness (getting extremely muscular)	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Pity/Seniority Operator	they are perceived as "Older" or "Unlucky"	0.6	0.6	0.4	0.6	6	Build competence in areas that compensate	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[]	[]	[]
37	The Wild Hair Loop	cranial-follicular-signaling	Cranial & Follicular Signaling	an individual possesses Unmanageable/High-Volume Hair	they speak on creative or abstract topics	the observer grants them "Eccentric License" (The Novelty Operator)	the individual feeling free to express Unconventional Ideas without social penalty	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Novelty Operator	the observer grants them "Eccentric License"	0.7	0.8	0.3	0.3	6	Build competence in areas that compensate	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[ "social", "hair" ]	[]	[]
38	The Facial Hair Shield Loop	cranial-follicular-signaling	Cranial & Follicular Signaling	an individual possesses a Dense/Long Beard	they display micro-expressions of sadness or uncertainty	the signal is physically masked from the observer (The Invisible Operator)	the individual feeling "hidden" in plain sight, often leading to Stoic Detachment	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Invisible Operator	the signal is physically masked from the observer	0.9	0.7	0.5	0.1	6	Reframe the narrative around this characteristic	Use grounding techniques to avoid emotional hijacking	Watch for snap judgments based on appearance		[ "hair" ]	[]	[]
39	The Thick Neck Loop	body-composition-specifics	Body Composition Specifics	an individual possesses a High Neck Circumference (17"+)	a physical confrontation seems imminent	potential aggressors de-escalate or submit (The Intimidation Operator)	a Calm Demeanor (rarely having to prove oneself physically)	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Intimidation Operator	potential aggressors de-escalate or submit	0.8	0.6	0.7	0.4	7	Reframe the narrative around this characteristic	Seek feedback from trusted allies about perception gaps	Notice when first impressions feel unusually strong		[]	[]	[]
40	The Broad Shoulder Loop	body-composition-specifics	Body Composition Specifics	an individual possesses a High Shoulder-to-Waist Ratio	a group requires responsibility to be taken	the burden is physically handed to them (The Physical Labor Operator)	the development of a Burden-Bearing Personality (feeling responsible for everyone)	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Physical Labor Operator	the burden is physically handed to them	0.8	0.7	0.9	0.3	7	Reframe the narrative around this characteristic	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[]	[]	[]
41	The Vascularity Loop	body-composition-specifics	Body Composition Specifics	an individual possesses Low Body Fat + Visible Veins (hands/forearms)	performing manual tasks	observers perceive "Grit" and "Work Ethic" (The Authority Operator)	the individual emphasizing Productivity as their primary value signal	GENETIC	HAPTIC	1	[ "SUBMISSION" ]	The Authority Operator	observers perceive "Grit" and "Work Ethic"	1	0.6	0.1	0.9	5	Build competence in areas that compensate	Reframe the situation: what would an objective observer see?	Notice touch aversion or seeking behaviors		[]	[]	[]
42	The Stutter-Interruption Loop	auditory-tempo-cadence	Auditory Tempo & Cadence	an individual possesses a Dysfluency (Stutter)	they attempt to hold the floor	impatient peers finish their sentences (The Interruption Operator)	the development of Conciseness (speaking in short bursts) or Digital Communication Preference (writing over speaking)	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Interruption Operator	impatient peers finish their sentences	0.1	1	0.7	0.1	7	Reframe the narrative around this characteristic	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[ "digital" ]	[]	[]
43	The Booming Volume Loop	auditory-tempo-cadence	Auditory Tempo & Cadence	an individual possesses High Natural Decibel Output	they whisper or try to be private	they are still overheard (The Scrutiny Operator)	a lack of privacy that fosters Radical Transparency (having no secrets because you can't hide them)	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Scrutiny Operator	they are still overheard	0	0.9	0.6	0	7	Build competence in areas that compensate	Reframe the situation: what would an objective observer see?	Notice when first impressions feel unusually strong		[]	[]	[]
44	The Fast Talker Loop	auditory-tempo-cadence	Auditory Tempo & Cadence	an individual possesses High Words-Per-Minute (WPM)	explaining complex topics	the listener assumes "Anxiety" or "Salesmanship" (The Deception Operator)	the individual learning to Mask/Slow Down to gain trust	GENETIC	VISUAL_STATIC	1	[ "TRUST" ]	The Deception Operator	the listener assumes "Anxiety" or "Salesmanship"	1	1	0.9	0.5	7			Watch for snap judgments based on appearance	Consistently display this signal in professional contexts	[ "trust" ]	[]	[]
45	The Myopia Squint Loop	vision-gaze-anomalies	Vision & Gaze Anomalies	an individual possesses Uncorrected Myopia (Squints to see)	listening to others	the observer mistakes the squint for skepticism/judgment (The Dominance Challenge Operator)	unprovoked hostility from others, causing the individual to become Defensive	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Dominance Challenge Operator	the observer mistakes the squint for skepticism/judgment	0.7	0.9	0.7	0	7	Focus on complementary strengths that offset this trait	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[]	[]	[]
46	The Tall-Gaze Loop	vision-gaze-anomalies	Vision & Gaze Anomalies	an individual possesses Extreme Height	speaking to shorter individuals	the physical angle requires "looking down," which is subconsciously registered as arrogance (The Authority Operator - Negative)	the individual adopting a Slumped Posture or sitting down quickly to equalize status	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Authority Operator	the physical angle requires "looking down," which is subconsciously registered as arrogance	0.8	0.8	0.9	0.1	7	Build competence in areas that compensate	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[ "status", "posture", "height", "gaze" ]	[]	[]
47	The Hangry Loop	metabolic-autonomic-signals	Metabolic & Autonomic Signals	an individual possesses Rapid Glucose Metabolism	a meeting runs late into lunch	their mood visibly crashes, triggering concern or annoyance (The Fragility Operator)	the individual becoming Routine-Obsessed and rigid about schedules	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Fragility Operator	their mood visibly crashes, triggering concern or annoyance	0.1	0.9	0	0.1	5	Focus on complementary strengths that offset this trait	Use grounding techniques to avoid emotional hijacking	Watch for snap judgments based on appearance		[]	[]	[]
48	The Always Hot Loop	metabolic-autonomic-signals	Metabolic & Autonomic Signals	an individual possesses High Basal Metabolic Rate (Sweats in AC)	in close proximity (elevators/cars)	they are physically avoided due to heat radiation (The Exclusion Operator)	a preference for Solitary Work Environments	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Exclusion Operator	they are physically avoided due to heat radiation	0.3	0.7	0.1	0.9	5	Focus on complementary strengths that offset this trait	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[]	[]	[]
49	The Fat-Funny Loop	complex-compound-loops-high-signal	Complex Compound Loops (High Signal)	Endomorphy + High Verbal Intelligence	entering a social group	the group assigns the role of "The Jolly Friend" to diffuse tension (The Humor Operator)	the individual suppressing negative emotions to maintain the "happy" persona (The Sad Clown Paradox)	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Humor Operator	the group assigns the role of "The Jolly Friend" to diffuse tension	0.3	0.6	0.9	0.9	7	Build awareness through journaling or recording	Prepare counter-narratives in advance for recurring situations	Notice when first impressions feel unusually strong		[]	[]	[]
50	The Pretty-Mean Loop	complex-compound-loops-high-signal	Complex Compound Loops (High Signal)	High Craniofacial Symmetry + Negative Resting Face	silent	observers assume "Snobbery" or "Elitism" (The Status Operator)	the individual being isolated by peers who feel "not good enough" to approach, leading to Loneliness despite Popularity	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Status Operator	observers assume "Snobbery" or "Elitism"	0.7	0.7	0.3	0.6	6	Build awareness through journaling or recording	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[]	[]	[]
51	The Small-Angry Loop	complex-compound-loops-high-signal	Complex Compound Loops (High Signal)	Hypo-Stature + High Vocal Pitch	expressing legitimate grievance	the observer categorizes it as a "Tantrum" rather than a complaint (The Nurture Operator - Infantilizing)	the individual escalating to Extreme Measures to be taken seriously	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Nurture Operator	the observer categorizes it as a "Tantrum" rather than a complaint	0.7	0.7	0	0.1	5	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[]	[]	[]
52	The Glasses-Muscle Loop	complex-compound-loops-high-signal	Complex Compound Loops (High Signal)	Mesomorphy + Corrective Lenses	in an intellectual setting	the physical threat is neutralized by the glasses, creating a "Safe Protector" vibe (The Alliance Operator)	high selection for Team Leadership roles	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Alliance Operator	the physical threat is neutralized by the glasses, creating a "Safe Protector" vibe	0.9	0.8	0.5	0.5	6	Practice deliberate counter-behaviors in low-stakes situations	Prepare counter-narratives in advance for recurring situations	Notice when first impressions feel unusually strong		[]	[]	[]
53	The Gummy Smile Loop	dental-oral-specifics-ii	Dental & Oral Specifics II	Excessive Gingival Display	smiling broadly	the signal reads as "Childlike" or "Guileless" (The Nurture Operator)	the individual being protected but rarely promoted to "ruthless" executive positions	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Nurture Operator	the signal reads as "Childlike" or "Guileless"	0.4	1	0.6	0.6	7	Practice deliberate counter-behaviors in low-stakes situations	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[]	[]	[]
54	The Gold Tooth/Grill Loop	dental-oral-specifics-ii	Dental & Oral Specifics II	Visible Dental Modification (Gold/Jewels)	in a mainstream corporate setting	the observer registers "Counter-Culture" or "Risk" (The Deception/Threat Operator)	the individual needing to perform Code-Switching or extreme competence to overcome bias	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Deception/Threat Operator	the observer registers "Counter-Culture" or "Risk"	0.9	0.6	0.3	0.5	6	Practice deliberate counter-behaviors in low-stakes situations	Use grounding techniques to avoid emotional hijacking	Watch for snap judgments based on appearance		[ "dental", "bias" ]	[]	[]
55	The Limp Fish Loop	hand-gesture	Hand & Gesture	Low Muscle Tone in hands	greeting	the recipient assumes "Lack of Character" or "Disinterest" (The Disgust Operator - mild)	immediate loss of respect in traditional hierarchies	BEHAVIORAL	AUDITORY	1	[ "SUBMISSION" ]	The Disgust Operator	the recipient assumes "Lack of Character" or "Disinterest"	0.7	0.9	0.9	1	7	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Notice when you're reacting to HOW something is said vs WHAT		[]	[]	[]
56	The Talk-With-Hands Loop	hand-gesture	Hand & Gesture	High Gestural Frequency (using hands to speak)	communicating	the observer's attention is captured visually and audibly (The Novelty Operator)	the individual being perceived as Passionate and Energetic	BEHAVIORAL	AUDITORY	1	[ "SUBMISSION" ]	The Novelty Operator	the observer's attention is captured visually and audibly	0.4	0.7	0.6	0.1	7	Build awareness through journaling or recording	Recognize the loop is triggering and pause before reacting	Listen for voice changes (pitch, pace, volume)		[]	[]	[]
57	The Heterochromia Loop	rare-outlier-ii	Rare & Outlier II	Different colored eyes	making eye contact	the observer is entranced/distracted (The Novelty Operator)	the individual getting used to being "stared at," developing High Poise under scrutiny	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Novelty Operator	the observer is entranced/distracted	0.4	0.6	1	0.4	8	Practice deliberate counter-behaviors in low-stakes situations	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[ "eyes" ]	[]	[]
58	The Gap Tooth Loop	rare-outlier-ii	Rare & Outlier II	Frontal tooth gap	smiling	the observer perceives "Whimsy" or "Authenticity" (The Halo Operator - Fashion)	a Quirky/Indie Identity	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Halo Operator	the observer perceives "Whimsy" or "Authenticity"	0.4	0.8	0.5	0.9	6	Build awareness through journaling or recording	Use grounding techniques to avoid emotional hijacking	Watch for snap judgments based on appearance		[]	[]	[]
59	The Simian Line Loop	rare-outlier-ii	Rare & Outlier II	distinct hand marking	palm reading or hand examination occurs	distinctiveness is noted (The Novelty Operator)	a sense of being "Marked for Fate."	BEHAVIORAL	HAPTIC	1	[ "SUBMISSION" ]	The Novelty Operator	distinctiveness is noted	0.5	0.8	0.5	0	6	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Notice touch aversion or seeking behaviors		[]	[]	[]
60	The Vitiligo Loop	rare-outlier-ii	Rare & Outlier II	Depigmented patches of skin	exposed	observers track the patterns (The Novelty/Scrutiny Operator)	the individual either Covering Up (Shame) or Flaunting (Radical Confidence)	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Novelty/Scrutiny Operator	observers track the patterns	0.6	0.9	0.2	0.7	6	Build awareness through journaling or recording	Prepare counter-narratives in advance for recurring situations	Watch for snap judgments based on appearance	Enter high-stakes situations with this signal active to establish presence.	[ "skin" ]	[]	[]
61	The Barrel Chest Loop	postural-skeletal	Postural & Skeletal	High Thoracic Depth	entering a room	the physical space occupied signals "Presence" (The Authority Operator)	the individual being given the "head of the table."	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Authority Operator	the physical space occupied signals "Presence"	1	1	0.6	0.4	7	Use implementation intentions: "When X happens, I will do Y"	Prepare counter-narratives in advance for recurring situations	Watch for snap judgments based on appearance		[]	[]	[]
62	The Hunch Loop	postural-skeletal	Postural & Skeletal	Forward head posture/curvature	standing in a group	observers assume "Submission" or "Low Energy" (The Invisible Operator)	being bypassed for active tasks	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Invisible Operator	observers assume "Submission" or "Low Energy"	0.7	0.8	0.8	0.6	7	Build awareness through journaling or recording	Prepare counter-narratives in advance for recurring situations	Watch for snap judgments based on appearance		[ "posture" ]	[]	[]
63	The Wide Hips Loop	postural-skeletal	Postural & Skeletal	Low Shoulder-to-Hip Ratio (Male)	in athletic or dominance settings	peers perceive less "Threat" (The Nurture Operator)	the individual relying on Diplomacy rather than force	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Nurture Operator	peers perceive less "Threat"	1	0.7	0.1	0.8	5	Build awareness through journaling or recording	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[]	[]	[]
64	The Duck Foot Loop	postural-skeletal	Postural & Skeletal	External rotation of feet	walking	the gait appears "Waddling" or un-athletic (The Humor Operator)	being picked last for sports, leading to Intellectual Compensation	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Humor Operator	the gait appears "Waddling" or un-athletic	0.9	0.6	0.6	0.3	7	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[]	[]	[]
67	The Short Sleeper Loop	circadian-chronotype-signals	Circadian & Chronotype Signals	the DEC2 gene mutation (Full rest in 4 hours)	working in competitive environments	they simply outlast competitors without cognitive decline (The Promotion Operator)	a Workaholic Identity and intolerance for others' "weakness" (need for sleep)	GENETIC	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Promotion Operator	they simply outlast competitors without cognitive decline	0.5	0.8	0.9	0.8	7	Focus on complementary strengths that offset this trait	Prepare counter-narratives in advance for recurring situations	Notice when first impressions feel unusually strong		[]	[]	[]
68	The Mouth Breather Loop	respiratory-oral-posture	Respiratory & Oral Posture	Chronic Nasal Obstruction + Long Face Syndrome	in a resting state with mouth open	observers subconsciously dock IQ points (The Intellectual Operator - Negative)	the individual struggling against a "Slow" stereotype, often leading to Social Withdrawal or Over-Credentialing	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Intellectual Operator	observers subconsciously dock IQ points	0.6	0.5	0.8	0.6	7	Proactively seek social exposure in safe, low-stakes environments to break the cycle.	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[ "social", "stereotype" ]	[]	[]
69	The Sighing Loop	respiratory-oral-posture	Respiratory & Oral Posture	Dyspnea or Anxiety-Induced Air Hunger (Frequent deep sighs)	working quietly near others	the sigh is interpreted as "Boredom" or "Frustration" (The Disgust/Annoyance Operator)	peers asking "What's wrong?" constantly, forcing the individual to perform Emotional Labor (reassuring others they are fine)	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Disgust/Annoyance Operator	the sigh is interpreted as "Boredom" or "Frustration"	1	0.7	0.1	0	5	Practice deliberate counter-behaviors in low-stakes situations	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[ "anxiety", "skin" ]	[]	[]
70	The Snorer Loop	respiratory-oral-posture	Respiratory & Oral Posture	Obstructive Sleep Apnea	sharing sleeping quarters (dorms, partners, trips)	they are shamed or exiled to the couch (The Exclusion Operator)	deep Anxiety regarding Intimacy and avoidance of overnight social events	BEHAVIORAL	VISUAL_STATIC	1	[ "REPULSION" ]	The Exclusion Operator	they are shamed or exiled to the couch	0.2	0.7	0.8	0.7	7	Use implementation intentions: "When X happens, I will do Y"	Ground yourself with deep breathing; this is a perceptual distortion, not reality.	Notice when first impressions feel unusually strong		[ "anxiety", "social" ]	[]	[]
71	The Essential Tremor Loop	neurological-motor-tics	Neurological & Motor Tics	a Benign Essential Tremor (Shaking hands)	holding a paper or drink in public	observers assume "Nervousness" or "Alcoholism" (The Fragility/Deception Operator)	the individual avoiding public eating/speaking, or developing a Self-Deprecating persona to explain the shake	BEHAVIORAL	HAPTIC	1	[ "REPULSION" ]	The Fragility/Deception Operator	observers assume "Nervousness" or "Alcoholism"	0.7	0.5	0.5	0.3	6	Use implementation intentions: "When X happens, I will do Y"	Reframe the situation: what would an objective observer see?	Be aware of physical comfort/discomfort in interactions		[]	[]	[]
72	The Restless Leg Loop	neurological-motor-tics	Neurological & Motor Tics	Akathisia or RLS (Constant leg bouncing)	seated at a shared table	the vibration physically annoys neighbors (The Obstruction Operator)	the individual being physically isolated or scolded, leading to Hyper-Self-Consciousness	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Obstruction Operator	the vibration physically annoys neighbors	0.6	0.6	0.4	0.2	6	Use implementation intentions: "When X happens, I will do Y"	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[]	[]	[]
73	The Slow Blinker Loop	neurological-motor-tics	Neurological & Motor Tics	Low Spontaneous Blink Rate (High Dopamine signature)	maintaining eye contact	the stare feels "Predatory" or "Intense" (The Threat Operator)	others submitting in conversation, reinforcing Dominance Behaviors	BEHAVIORAL	VISUAL_STATIC	1	[ "DOMINANCE" ]	The Threat Operator	the stare feels "Predatory" or "Intense"	0.3	0.6	0.6	0	7			Watch for snap judgments based on appearance	Display in leadership or authority situations	[ "dominance" ]	[]	[]
74	The Rapid Blinker Loop	neurological-motor-tics	Neurological & Motor Tics	High Spontaneous Blink Rate (Anxiety/Dry Eye)	under pressure	observers perceive "Guilt" or "Panic" (The Scrutiny Operator)	loss of credibility during negotiations	BEHAVIORAL	VISUAL_STATIC	1	[ "TRUST" ]	The Scrutiny Operator	observers perceive "Guilt" or "Panic"	0.9	0.8	1	0.2	8			Notice when first impressions feel unusually strong	Consistently display this signal in professional contexts	[ "anxiety" ]	[]	[]
75	The Good Ear Loop	auditory-listening-physics	Auditory & Listening Physics	Unilateral Hearing Loss (One bad ear)	communicating in noise	the individual leans in close and turns their head (The Intimacy Operator)	the speaker feeling "Heard" and "Valued," accidentally creating Charisma	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Intimacy Operator	the individual leans in close and turns their head	0.3	1	1	0.4	8	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[ "dental" ]	[]	[]
76	The What? Loop	auditory-listening-physics	Auditory & Listening Physics	Auditory Processing Disorder (Lag in decoding speech)	answering a question	the individual says "What?" but answers before the repeat finishes (The Annoyance Operator)	peers perceiving them as "Absent-Minded," leading to Intellectual Underestimation	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Annoyance Operator	the individual says "What?" but answers before the repeat finishes	0.7	0.7	0.4	0.2	6	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[]	[]	[]
77	The Iron Skin Loop	pain-resilience-phenotypes	Pain & Resilience Phenotypes	Low Nociceptive Sensitivity	injured physically in a group setting	the individual shows no distress (The Stoic Operator)	being designated the "Protector" or "Tough Guy," but also Emotional Neglect (nobody asks if they are okay)	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Stoic Operator	the individual shows no distress	0	0.6	0.8	0.3	7	Practice deliberate counter-behaviors in low-stakes situations	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[ "skin" ]	[]	[]
78	The Princess and the Pea Loop	pain-resilience-phenotypes	Pain & Resilience Phenotypes	Hypersensitivity to touch/pain	encountering minor discomforts (tags, bumps)	the reaction is visible and vocal (The Fragility Operator)	being labeled "High Maintenance," leading to Social Exclusion from rugged/adventurous activities	BEHAVIORAL	HAPTIC	1	[ "SUBMISSION" ]	The Fragility Operator	the reaction is visible and vocal	0.6	1	1	0.8	8	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Be aware of physical comfort/discomfort in interactions		[ "social", "touch" ]	[]	[]
79	The Rosacea Loop	vascular-autonomic-signals-ii	Vascular & Autonomic Signals II	Facial Rosacea (Redness on nose/cheeks)	in a professional setting	observers subconsciously associate it with Alcoholism (The Deception/Vice Operator)	lower trust and the individual over-compensating with Perfectionism	BEHAVIORAL	VISUAL_STATIC	1	[ "TRUST" ]	The Deception/Vice Operator	observers subconsciously associate it with Alcoholism	0.4	0.8	0.7	0.1	7			Watch for snap judgments based on appearance	Consistently display this signal in professional contexts	[ "trust" ]	[]	[]
80	The Easy Bruiser Loop	vascular-autonomic-signals-ii	Vascular & Autonomic Signals II	Capillary Fragility	wearing revealing clothing (shorts/sleeveless)	observers see unexplained marks and suspect abuse or clumsiness (The Pity/Scrutiny Operator)	the individual covering up deeply, leading to Body Dysmorphia/Shame	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Pity/Scrutiny Operator	observers see unexplained marks and suspect abuse or clumsiness	0.4	0.5	0.7	0.5	7	Practice deliberate counter-behaviors in low-stakes situations	Seek feedback from trusted allies about perception gaps	Notice when first impressions feel unusually strong		[]	[]	[]
81	The Veiny Forearm Loop	vascular-autonomic-signals-ii	Vascular & Autonomic Signals II	High Vascularity + Low Body Fat	rolling up sleeves	observers perceive "Virility" and "Strength" (The Sexual Opportunity Operator)	Confidence in casual/informal settings	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Sexual Opportunity Operator	observers perceive "Virility" and "Strength"	0.9	0.8	0.7	1	7	Practice deliberate counter-behaviors in low-stakes situations	Use grounding techniques to avoid emotional hijacking	Watch for snap judgments based on appearance	Enter high-stakes situations with this signal active to establish presence.	[]	[]	[]
82	The Double-Jointed Loop	skeletal-joint-function	Skeletal & Joint Function	Ehlers-Danlos or benign hypermobility	sitting or standing	the body adopts "weird" contorted positions (The Novelty/Disgust Operator)	being seen as a "Freak" or "Alien," fostering an Outsider Identity	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Novelty/Disgust Operator	the body adopts "weird" contorted positions	0.1	0.5	0.8	0.1	7	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[]	[]	[]
83	The Knuckle Cracker Loop	skeletal-joint-function	Skeletal & Joint Function	Cavitation tendency in joints	stressed or thinking	the sound cracks the silence (The Threat/Annoyance Operator)	the sound becoming a "dominance signal" that clears the room, or a "gross habit" that isolates	BEHAVIORAL	VISUAL_STATIC	1	[ "DOMINANCE" ]	The Threat/Annoyance Operator	the sound cracks the silence	1	0.7	0.9	0.7	7			Notice when first impressions feel unusually strong	Display in leadership or authority situations	[ "dominance" ]	[]	[]
84	The Asian Squat Loop	skeletal-joint-function	Skeletal & Joint Function	High Ankle Mobility (Can squat flat-footed)	waiting or resting	the individual can rest comfortably anywhere (The Adaptability Operator)	higher Patience and comfort in low-resource environments	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Adaptability Operator	the individual can rest comfortably anywhere	0.8	0.7	0.1	0.6	5	Practice deliberate counter-behaviors in low-stakes situations	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[]	[]	[]
85	The Adam's Apple Loop	throat-voice-ii	Throat & Voice II	Prominent Laryngeal Prominence	swallowing nervously	the movement is highly visible (The Deception Operator)	a "Tell" that makes lying impossible, forcing Radical Honesty	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Deception Operator	the movement is highly visible	0.9	0.9	0.9	0.2	7	Build awareness through journaling or recording	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[]	[]	[]
86	The Voice Crack Loop	throat-voice-ii	Throat & Voice II	Unstable Larynx (during puberty or stress)	attempting to assert authority	the voice breaks, triggering laughter (The Humor Operator - at expense)	Public Speaking Phobia or Voluntary Muteness	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Humor Operator	the voice breaks, triggering laughter	0.8	0.9	0.3	0.1	6	Build awareness through journaling or recording	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[ "voice" ]	[]	[]
87	The Monotone Loop	throat-voice-ii	Throat & Voice II	Limited Prosodic Range (Flat voice)	expressing excitement or empathy	the listener hears "Sarcasm" or "Boredom" (The Deception Operator)	chronic misunderstandings and the individual relying on Explicit Verbal Confirmation ("I am actually very happy")	BEHAVIORAL	AUDITORY	1	[ "SUBMISSION" ]	The Deception Operator	the listener hears "Sarcasm" or "Boredom"	0.1	1	0	0.6	5	Use implementation intentions: "When X happens, I will do Y"	Prepare counter-narratives in advance for recurring situations	Notice when you're reacting to HOW something is said vs WHAT		[ "voice" ]	[]	[]
88	The Up-Speak Loop	throat-voice-ii	Throat & Voice II	Rising Terminal Intonation (Habitual)	making a statement	it sounds like a question (The Submission Operator)	loss of authority and others challenging their expertise constantly	BEHAVIORAL	VISUAL_STATIC	1	[ "DOMINANCE" ]	The Submission Operator	it sounds like a question	0.2	1	0.3	0.4	6			Notice when first impressions feel unusually strong	Use to establish credibility before high-stakes moments	[ "authority" ]	[]	[]
89	The Iron Gut Loop	gastro-intestinal-social-physics	Gastro-Intestinal Social Physics	Robust Digestion (No allergies/sensitivities)	traveling or dining socially	they can bond over any food/culture (The Alliance Operator)	Openness to Experience and high social capital	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Alliance Operator	they can bond over any food/culture	0.4	0.9	0.3	0.3	6	Practice deliberate counter-behaviors in low-stakes situations	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[ "social" ]	[]	[]
90	The Picky Eater Loop	gastro-intestinal-social-physics	Gastro-Intestinal Social Physics	High fungiform papillae density (Bitter sensitivity)	presented with complex/bitter foods (coffee, alcohol, dark greens)	they refuse or grimace (The Disgust Operator - Reciprocal)	being viewed as "Childish" or "Unsophisticated," leading to Social Exclusion from high-status dining	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Disgust Operator	they refuse or grimace	1	0.8	0.9	0.8	7	Build awareness through journaling or recording	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[ "status", "social" ]	[]	[]
91	The Gurgle Loop	gastro-intestinal-social-physics	Gastro-Intestinal Social Physics	Hyperactive Peristalsis (Loud stomach)	in a quiet room (test/library)	the body makes uncontrolled sounds (The Humor/Shame Operator)	avoidance of quiet spaces and Anxiety about silence	BEHAVIORAL	VISUAL_STATIC	1	[ "REPULSION" ]	The Humor/Shame Operator	the body makes uncontrolled sounds	0.6	0.9	0.7	1	7	Build awareness through journaling or recording	Ground yourself with deep breathing; this is a perceptual distortion, not reality.	Watch for snap judgments based on appearance		[ "anxiety" ]	[]	[]
92	The Dimples Loop	the-cute-aggression-loops	The "Cute" Aggression Loops	Zygomaticus Major bifidity (Cheek dimples)	smiling	the expression is perceived as "Mischievous" but "Forgivable" (The Novelty Operator)	the ability to get away with teasing/pranks, fostering a Playful Personality	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Novelty Operator	the expression is perceived as "Mischievous" but "Forgivable"	0.9	0.8	0.8	0.1	7	Use implementation intentions: "When X happens, I will do Y"	Prepare counter-narratives in advance for recurring situations	Notice when first impressions feel unusually strong		[]	[]	[]
93	The Freckle Loop	the-cute-aggression-loops	The "Cute" Aggression Loops	Ephelides (Freckles)	seen on an adult	observers associate it with "Youth" and "Outdoorsiness" (The Nurture Operator)	a struggle to be taken seriously as a "Senior" authority figure	BEHAVIORAL	VISUAL_STATIC	1	[ "DOMINANCE" ]	The Nurture Operator	observers associate it with "Youth" and "Outdoorsiness"	1	0.5	0.5	1	6			Notice when first impressions feel unusually strong	Balance with warmth signals to avoid intimidation	[ "authority" ]	[]	[]
94	The Button Nose Loop	the-cute-aggression-loops	The "Cute" Aggression Loops	Small, upturned nasal tip	being angry or assertive	the aggression is perceived as "Cute" rather than threatening (The Humor Operator)	extreme frustration and Escalated Aggression to prove intent	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Humor Operator	the aggression is perceived as "Cute" rather than threatening	1	0.7	0	0.8	5	Use implementation intentions: "When X happens, I will do Y"	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[]	[]	[]
95	The Big Head Loop	the-cute-aggression-loops	The "Cute" Aggression Loops	Macrocephaly (Large cranium)	in an intellectual setting	observers subconsciously assume higher brain volume/intelligence (The Intellectual Operator)	higher academic expectations placed on the child/adult	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Intellectual Operator	observers subconsciously assume higher brain volume/intelligence	0.3	0.5	0.4	0.5	6	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[]	[]	[]
96	The Small Hands Loop	the-cute-aggression-loops	The "Cute" Aggression Loops	Small hand size relative to body	shaking hands or gesturing	the individual feels a lack of "grip authority" (The Dominance Challenge Operator)	compensation through Verbal Dominance or status displays (watches, cars)	BEHAVIORAL	HAPTIC	1	[ "DOMINANCE" ]	The Dominance Challenge Operator	the individual feels a lack of "grip authority"	0.3	0.5	0.6	0.2	7			Be aware of physical comfort/discomfort in interactions	Balance with warmth signals to avoid intimidation	[ "status", "dominance" ]	[]	[]
97	The Bust-Hunch Loop	the-mating-market-signals-secondary-sex-characteristics	The "Mating Market" Signals (Secondary Sex Characteristics)	Early onset/Large Breast Hypertrophy in adolescence	entering a classroom or gym	the individual receives unwanted male gaze and female scrutiny (The Sexual Opportunity/Scrutiny Operator)	the development of Kyphosis (hunching to hide) and Introversion to avoid attention	BEHAVIORAL	VISUAL_STATIC	1	[ "REPULSION" ]	The Sexual Opportunity/Scrutiny Operator	the individual receives unwanted male gaze and female scrutiny	0.9	0.8	0.1	0.5	5	Practice deliberate counter-behaviors in low-stakes situations	Prepare counter-narratives in advance for recurring situations	Watch for snap judgments based on appearance		[]	[]	[]
98	The Weak Chin Loop	the-mating-market-signals-secondary-sex-characteristics	The "Mating Market" Signals (Secondary Sex Characteristics)	Receding Mandible/Chin	attempting to command a room or debate	observers subconsciously perceive "Weak Will" or "Lack of Character" (The Authority Operator - Negative)	the individual over-developing Intellectual Aggression or vocabulary to assert strength	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Authority Operator	observers subconsciously perceive "Weak Will" or "Lack of Character"	0.5	0.5	0.4	0.5	6	Build awareness through journaling or recording	Reframe the situation: what would an objective observer see?	Watch for snap judgments based on appearance		[]	[]	[]
99	The Baby-Bearing Hips Loop	the-mating-market-signals-secondary-sex-characteristics	The "Mating Market" Signals (Secondary Sex Characteristics)	High Waist-to-Hip Ratio (Wide hips)	in a domestic or social setting	observers assume "Maternal Instinct" or "Nurturing Capacity" (The Nurture Operator)	the individual being dumped with emotional labor and caretaking duties, fostering a "Team Mom" Identity	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Nurture Operator	observers assume "Maternal Instinct" or "Nurturing Capacity"	0.2	0.8	0.5	0.6	6	Use implementation intentions: "When X happens, I will do Y"	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[]	[]	[]
100	The Hairy Knuckles Loop	the-mating-market-signals-secondary-sex-characteristics	The "Mating Market" Signals (Secondary Sex Characteristics)	Dense Terminal Hair on hands/fingers	performing delicate tasks	observers assume "Clumsiness" or "Brutality" (The Stereotype Threat Operator)	the individual avoiding fine arts/crafts, leaning into Macro-Movements (lifting, construction)	BEHAVIORAL	HAPTIC	1	[ "REPULSION" ]	The Stereotype Threat Operator	observers assume "Clumsiness" or "Brutality"	0.6	0.9	0.8	0.5	7	Build awareness through journaling or recording	Prepare counter-narratives in advance for recurring situations	Be aware of physical comfort/discomfort in interactions		[ "hair", "movement" ]	[]	[]
101	The Callused Hand Loop	textural-tactile-interface-ii	Textural & Tactile Interface II	Type 3 or 4 Curls (High volume/texture)	in public spaces	strangers attempt to touch the hair without permission (The Objectification Operator)	the development of Rigid Personal Boundaries and hyper-awareness of personal space	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Objectification Operator	strangers attempt to touch the hair without permission	0.5	0.6	0.8	0.6	7	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Watch for snap judgments based on appearance		[]	[]	[]
104	The Oily Skin Loop	textural-tactile-interface-ii	Textural & Tactile Interface II	High Sebum Production (Shiny face)	under stress or in photos	observers perceive "Uncleanliness" or "Nervousness" (The Disgust Operator - mild)	obsessive Grooming Rituals and avoidance of bright lighting	BEHAVIORAL	VISUAL_STATIC	1	[ "REPULSION" ]	The Disgust Operator	observers perceive "Uncleanliness" or "Nervousness"	0.8	0.8	0.6	0.8	7	Use implementation intentions: "When X happens, I will do Y"	Seek feedback from trusted allies about perception gaps	Notice when first impressions feel unusually strong		[ "skin" ]	[]	[]
105	The Crooked Nose Loop	cranial-facial-architecture-ii	Cranial & Facial Architecture II	Nasal Deviation (Previously broken nose)	meeting new males	the observer assumes "Combat Experience" or "Toughness" (The Threat Operator)	high "Street Respect" and fewer physical challenges from others	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Threat Operator	the observer assumes "Combat Experience" or "Toughness"	0.6	0.5	0.1	0.8	5	Use implementation intentions: "When X happens, I will do Y"	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[]	[]	[]
106	The Ear Flap Loop	cranial-facial-architecture-ii	Cranial & Facial Architecture II	Protruding Auricles	being serious	the visual creates a "Comical" or "Boyish" effect (The Humor Operator)	the individual being the target of jokes, leading to Self-Deprecating Humor as a defense	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Humor Operator	the visual creates a "Comical" or "Boyish" effect	0.2	0.8	0.7	0.3	7	Practice deliberate counter-behaviors in low-stakes situations	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[]	[]	[]
107	The High Forehead Loop	cranial-facial-architecture-ii	Cranial & Facial Architecture II	High Hairline/Large Frontal Bone	silent	observers assume "Intelligence" or "Deep Thought" (The Intellectual Operator)	peers waiting for the individual to speak, creating Pressure to be Profound	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Intellectual Operator	observers assume "Intelligence" or "Deep Thought"	0.9	0.9	0.8	0.7	7	Use implementation intentions: "When X happens, I will do Y"	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[ "hair" ]	[]	[]
108	The Deep Set Eyes Loop	cranial-facial-architecture-ii	Cranial & Facial Architecture II	Prominent Supraorbital Ridge (Caveman brow)	looking up	the eyes are shadowed/hidden (The Deception/Threat Operator)	observers feeling unease, forcing the individual to Smile Excessively to signal safety	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Deception/Threat Operator	the eyes are shadowed/hidden	0.3	0.7	0.7	0.1	7	Practice deliberate counter-behaviors in low-stakes situations	Use grounding techniques to avoid emotional hijacking	Notice when first impressions feel unusually strong		[ "eyes" ]	[]	[]
109	The Squint Loop	sensory-gating-neuro-coding	Sensory Gating & Neuro-Coding	Photophobia (Light sensitivity)	outdoors or in fluorescent offices	the individual wears sunglasses indoors or frowns (The Status/Anger Operator)	being perceived as "Cool/Aloof" or "Hungover," creating Social Distance	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Status/Anger Operator	the individual wears sunglasses indoors or frowns	0.5	0.9	0	0.6	5	Use implementation intentions: "When X happens, I will do Y"	Seek feedback from trusted allies about perception gaps	Notice when first impressions feel unusually strong		[ "social" ]	[]	[]
110	The Ear Cover Loop	sensory-gating-neuro-coding	Sensory Gating & Neuro-Coding	Hyperacusis (Sensitive to loud noise)	a siren or loud noise occurs	the individual covers their ears visibly (The Fragility Operator)	exclusion from concerts/clubs, leading to a Quiet/Domestic Lifestyle	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Fragility Operator	the individual covers their ears visibly	0.4	0.5	0.4	0.3	6	Use implementation intentions: "When X happens, I will do Y"	Recognize the loop is triggering and pause before reacting	Notice when first impressions feel unusually strong		[]	[]	[]
111	The Toe Walker Loop	sensory-gating-neuro-coding	Sensory Gating & Neuro-Coding	Equinus Gait (Walking on toes/balls of feet)	moving through a room	the movement looks "Sneaky" or "Odd" (The Novelty/Deception Operator)	ridicule in childhood, leading to Movement Inhibition (sitting still) in adulthood	BEHAVIORAL	VISUAL_DYNAMIC	1	[ "SUBMISSION" ]	The Novelty/Deception Operator	the movement looks "Sneaky" or "Odd"	0.9	0.7	0.2	0.8	6	Use implementation intentions: "When X happens, I will do Y"	Reframe the situation: what would an objective observer see?	Pay attention to body language shifts		[ "movement" ]	[]	[]
112	The Chewer Loop	sensory-gating-neuro-coding	Sensory Gating & Neuro-Coding	High Proprioceptive need in jaw (Chews pens/gum/straws)	thinking or working	the object in mouth signals "Distraction" or "Unprofessionalism" (The Scrutiny Operator)	negative performance reviews despite output quality	BEHAVIORAL	VISUAL_STATIC	1	[ "SUBMISSION" ]	The Scrutiny Operator	the object in mouth signals "Distraction" or "Unprofessionalism"	0.1	0.6	0.6	0.6	7	Build awareness through journaling or recording	Seek feedback from trusted allies about perception gaps	Watch for snap judgments based on appearance		[]	[]	[]

End of preview.

Behavioral Taxonomy Collection

A collection of 1619 entries across 7 datasets for technical mindfulness, affective computing, and behavioral science research.

This is the umbrella collection linking to all individual AFFECTIVELY datasets. Each dataset is independently loadable.

Datasets

Dataset	Records
emotions-taxonomy	239
behavioral-loops	1140
cognitive-biases	180
personality-traits	29
breathing-techniques	16
nonverbal-cues	9
intervention-levers	6

Quick Start

from datasets import load_dataset

# Load any individual dataset
emotions = load_dataset("buley/emotions-taxonomy")
loops = load_dataset("buley/behavioral-loops")
biases = load_dataset("buley/cognitive-biases", "biases")
traits = load_dataset("buley/personality-traits")
breathing = load_dataset("buley/breathing-techniques")

Also Available as npm Package

npm install @affectively/behavioral-taxonomy

Citation

@dataset{buley_behavioral_taxonomy_2026,
  author = {Taylor Buley},
  title = {Behavioral Taxonomy Collection},
  year = {2026},
  publisher = {HuggingFace},
  url = {https://huggingface.co/datasets/buley/behavioral-taxonomy},
  license = {CC BY 4.0}
}

License

Creative Commons Attribution 4.0 International (CC BY 4.0)

About

Published by AFFECTIVELY · Managed by @buley

All datasets · All models · GitHub · Edgework.ai

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