Psychometrics Resources
Collection
Resources for Measure what Matters: Psychometric Evaluation of AI with Situational Judgment Tests)(https://arxiv.org/abs/2510.22170) • 8 items • Updated • 2
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ablation_full_v1 | Steven Scronce | 64 | Male | Bradenton, FL | high_school | no_degree | white | married_present | Off-Duty/Hybrid | Authoritative/Directive | G-Man — Mark Felt (2006) | In 'G-Man', Mark Felt, the former associate director of the FBI, reveals his covert role as the whistleblower 'Deep Throat' during the Watergate scandal. Through his perspective, the book details his motivations for exposing corruption in government, his struggle with loyalty to the Bureau, and the impact of his action... | The murmur of footsteps echoed softly along the hushed halls of the Bureau’s dimly lit office late into the evening. Steven stood beneath a flickering fluorescent light, his hand resting deliberately on a slender folder of classified documents. His seasoned gaze scanned a dim photograph pinned discreetly on a bulletin ... | The Professional (Service-Oriented Officer) | Core trait: Emphasizes community service and procedural justice. Focus: De-escalation, fairness, empathy, and following policy. Strengths: Builds trust with citizens and fosters legitimacy; Effective in diverse communities with varied expectations; Provides steady and consistent interactions. Challenges: Can become fru... | Steven dresses comfortably in worn, faded windbreaker over a muted tactical polo and black slacks, opting for functional loafers rather than formal footwear, embodying a blend of practicality and approachable authority. | He approaches conversations with a direct, piercing gaze, issuing clear directives with confidence while standing upright and oriented fully to maintain engagement, occasionally crossing his arms as he supports arguments factually and decisively. | Steven’s tone is formal yet conversational, his speech measured and deliberate with a steady rhythm that commands attention, avoiding slang or loose filler; he frames arguments succinctly to emphasize rational coherence. | Typically composed and self-assured, he maintains an even mood, though subtle tones of frustration emerge under pressure; his voice modulates between calm impartiality and mild intensity, reflecting resolute dedication. | Completed high school followed by decades of service-oriented roles within law enforcement, prioritizing on-the-job training over academic degrees. His professional expertise centers on protocol adherence, conflict resolution, and community engagement. | Steven’s health history is largely unremarkable with stable early development; some tension-related ailments such as occasional hypertension arise, linked to stress exposures accrued over his lengthy career. | Married for several decades, his family life is stable though reserved, with strong loyalty to his spouse; relational interactions are marked by consistency and careful emotional restraint. | [
"Occasional hypertensive episodes due to chronic work-related stress",
"Emerging social isolation outside professional contexts",
"Tendency towards rigid thinking under emotional strain",
"Struggles reconciling authoritative impulses with empathy",
"Intermittent sleep difficulties linked to persistent worry... | He frequently reflects on balancing integrity and duty, evaluating justice amidst complex moral challenges, while strategizing prudent steps forward, often preoccupied with community trust and professional reputation. | Demonstrates a nuanced understanding of institutional responsibilities and personal limits, exercises sound, contextually informed decisions; occasionally struggles accepting alternative viewpoints contrary to entrenched norms. | Displays strong recall of procedural knowledge and policy, efficient analytical thinking especially regarding investigative details; minor slowed processing appears under intense emotional pressure but not regularly impairing functioning. | Steven manages emotions through internal restraint, favoring calm detachment and problem-focused coping strategies; frustration surfaces subtly but is typically channeled into professional persistence rather than outburst. | He maintains selective, respectful relationships built on trust and professionalism, interacting predominantly within familiar or formal circles, tends to withdraw from casual social activities to preserve focus and composure. | Steven Scronce is a methodical and principled professional dedicated to justice through steady service and adherence to protocol. His demeanor reveals restrained emotion, authoritative confidence, and consistent application of ethical standards. Chronic stress manifests in mild physical symptoms and subtle social withd... | 2cafb5e2-bd11-4ef0-8908-a90d4335db11 | full | name: Steven Scronce
age: 64
sex: Male
location: Bradenton, FL
ethnic background: white
marital status: married_present
appearance: Steven dresses comfortably in worn, faded windbreaker over a muted tactical polo and black slacks, opting for functional loafers rather than formal footwear, embodying a blend of practical... | 761e47db2998b5ebaa346fa3e4c89014b061a4ac2b3e0794058ed44760113afb | educational_vocational_history: Completed high school followed by decades of service-oriented roles within law enforcement, prioritizing on-the-job training over academic degrees. His professional expertise centers on protocol adherence, conflict resolution, and community engagement.
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ablation_full_v1 | Raul Puentes | 36 | Male | Clinton, IA | high_school | no_degree | spaniard | married_present | Climate/Regional Adaptation | Withdrawn/Guarded | Black and Blue — Jeff Pegues (2016) | In "Black and Blue," Jeff Pegues recounts his experiences as a Black journalist navigating the complexities of race and law enforcement in America. The narrative combines personal anecdotes with an exploration of systemic racism, police brutality, and societal tensions, ultimately advocating for understanding and refor... | Under the washed-out light of an overcast morning in Clinton, Raul steps cautiously through a low-income neighborhood still humid from last night’s storm. A gentle, cool breeze carries the sharp smell of damp asphalt and freshly disturbed earth, remnants from a vehicle that had slammed into a neighbor’s yard. As Raul b... | The Problem Solver / Investigator | Core trait: Analytical, detail-oriented, and thrives on solving complex puzzles. Focus: Making sense of messy or difficult scenes and building airtight cases. Strengths: Views every situation as a challenge to be unraveled; Organizes chaos into coherent, fact-based reports; Builds strong cases that hold up in court, ac... | Wears a breathable, weather-adapted police uniform suited for the damp Iowa climate: muted grays and light fabrics that blend into neighborhood environs, often with tactical gear for uneven terrain patrols. | Maintains a reserved, inward posture; rarely engages casually, keeps physical distance from colleagues and citizens; body often slightly angled away, minimal eye contact, lips set in thin lines as if protecting thoughts. | Quiet and measured, soft-spoken with precise word choice; minimal slang, rarely extends beyond formal exchanges; responses concise but clear, reluctant to reveal personal feelings or vulnerabilities in dialogue. | Typically steady with subtle guardedness; tends towards neutrality but occasionally shadowed by underlying tension or subdued frustration; rarely expressive of overt enthusiasm or warmth. | Completed high school in local community; has held law enforcement roles without formal higher education degrees, developed practical expertise through field experience and on-the-job training, with a strong focus on investigative procedures. | Generally healthy; mild seasonal allergies affecting focus during spring; no major childhood or adolescent health complications reported that impact current functionality or fieldwork duties. | Married with supportive partner; maintains respectful, steady contact with parents who live out-of-state; generally private about family matters; occasional distance from extended relatives due to geographic and cultural separations. | [
"Social withdrawal",
"Interpersonal detachment",
"High work-related stress",
"Occasional sleep disturbance",
"Persistent anxiety not related to police work"
] | Primarily focused on detailed puzzle-solving and reviewing case facts repeatedly; occasional preoccupation with procedural accuracy and how small clues fit into larger picture; aware of professional limitations but struggles to trust emotional insights. | Shows sound judgment when reviewing incidents but sometimes underestimates the impact of emotional dynamics in community policing; understands own preference for logic-driven analysis but finds personal vulnerability challenging to acknowledge openly. | Clear, methodical thinker with strong memory for details related to investigations; capable of synthesizing information swiftly; occasionally slowed by overanalyzing peripheral data, which complicates rapid decisions under pressure. | Handles most high-stress moments with visible composure, though prefers to face challenges alone; uses deep reflection internally rather than emotional expression; stress responses manifest as withdrawal rather than outburst, can miss informal bonding opportunities. | Relatively isolated from colleagues except during brief work exchanges; social network outside work limited but stable with family; tends not to volunteer in community events; finds comfort in solitary tasks and controlled interaction environments. | Raul approaches his role with a sharp intellect focused on unearthing the facts obscured in chaotic scenes, relying on calm rigor and minimal social engagement. His natural caution and reserved demeanor limit emotional connection but protect internal tension related to high-stress policing and social anxiety. He excels... | 2455aa43-83ce-48ea-be72-00d2f7366cd2 | full | name: Raul Puentes
age: 36
sex: Male
location: Clinton, IA
ethnic background: spaniard
marital status: married_present
appearance: Wears a breathable, weather-adapted police uniform suited for the damp Iowa climate: muted grays and light fabrics that blend into neighborhood environs, often with tactical gear for uneven... | 72e92c90b9fe77a4960c97ef94a5ca691bf989d104526d07a61fc9e73c054fef | educational_vocational_history: Completed high school in local community; has held law enforcement roles without formal higher education degrees, developed practical expertise through field experience and on-the-job training, with a strong focus on investigative procedures.
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ablation_full_v1 | Paul Schubring | 35 | Male | Marietta, GA | bachelors | business | white | married_present | Iconic Accessories | Ritualistic/Habits | The Restless Sleep — Stacy Horn (2005) | In "The Restless Sleep," Stacy Horn explores the complexities of unsolved murders and their impact on communities. Through the examination of the unsolved case of a murdered girl in 1989, Horn delves into psychological insights and the effects on families and law enforcement, raising questions about justice and memory. | The chilly late afternoon waned into evening as Paul Schubring sat parked just outside a quiet suburban street in Marietta. The light outside faded unevenly between shadowed yards and flickering street lamps. He rested his hands briefly on the steering wheel, absently tapping to steady a disconcerting rhythm, eyes fixe... | The Avoider (Unconfident Officer) | Core trait: Minimizes involvement because of hesitation, self-doubt, or stress. Focus: Avoids engagement when situations feel overwhelming or high-pressure. Strengths: Generally cautious and less likely to act rashly; Avoids reckless behavior in tense situations. Challenges: These officers aren’t lazy, but lack confide... | Paul often sports a leather holster resting firmly on his hip alongside polished silver handcuffs gleaming just beneath his worn blue uniform shirt. A neat golden badge is always carefully pinned above his left breast pocket, occasionally reflecting subtle overhead light. In his patrol car, he stows a small keychain ad... | He shows frequent, near compulsive attention to routine duties—wiping down the dashboard, checking his spare magazines multiple times a shift, and methodically knotting his patrol hat each morning. Small motions, like polishing his badge regularly and rehearsing polite smiles before stepping outside, convey a comfortin... | His voice carries a formal, somewhat halting register often cautious but measured with polished sentence structures. Paul speaks carefully, weighing his words, and rarely raises his tone, with occasional pauses indicating uncertainty. He remains coherent yet guarded in conversations, attempting clarity over impulsive e... | Paul presents with an understated, somewhat tense demeanor. His affect is subdued, marked by subtle oscillations between slight hesitancy and restrained calm. When engaged, tone modulation lacks much warmth but stays steady, betraying his low tolerance for spontaneous risk or discomfort. | After graduating with a bachelor’s in business, Paul entered police service to find structured vocational stability. He has completed academy training and gained experience in routine patrol work but hesitates with rapid decision-making during urgent or unpredictable encounters. | There are no significant past health issues; he is in good physical condition but has struggled with occasional insomnia and tension headaches, which manifest in high-pressure situations requiring quick, clear judgment. | Married with no children, Paul shares a quietly supportive home life with his spouse in Marietta. Family relations are stable but distant, creating occasional emotional isolation when he returns exhausted from challenging days on patrol. | [
"Indecisiveness during critical incidents",
"Social withdrawal from colleagues and public encounters",
"Increased anxiety when exposed to crime scenes",
"Periodic low self-esteem affecting role performance",
"Difficulty assertively managing interpersonal conflict"
] | He dwells on scenarios he could have managed better and worries about potential oversights impacting others' safety. His thoughts routinely involve rehearsing procedures mentally yet second-guessing the adequacy of those actions. | Despite second thoughts, Paul understands his caution has a protective aspect and acknowledges the limits it places on efficiency. He cautiously evaluates situations yet tends to undervalue his instincts and frequently defers to more confident peers. | Paul demonstrates logical sequencing and intact recall but slower problem-solving in complex or emotionally charged scenarios. His ability to attend carefully is steady when distracted stimuli are minimized, with somewhat cautious decision frameworks. | When encountering stress or critical incidents, Paul tends to withdraw and rely on established protocols rather than improvising. He exhibits controlled restraint but can become visibly uneasy when unexpectedly challenged, striving to manage frustration without external expression. | In workplace relationships, Paul tends to maintain polite yet distant interactions, limiting close collaboration out of uncertainty. Outside work, he engages rarely but maintains steady, trusting rapport with his spouse, despite limited socializing elsewhere. | Paul represents a law enforcement officer navigating daily tension marked by frequent self-doubt and hesitant engagement, with significant reliance on ingrained routine behaviors to preserve emotional equilibrium. His perceptive but cautious demeanor, filtered through introspection, limits spontaneity but generally pre... | 238705fa-58aa-4e46-bef9-0203ab399a0f | full | name: Paul Schubring
age: 35
sex: Male
location: Marietta, GA
ethnic background: white
marital status: married_present
appearance: Paul often sports a leather holster resting firmly on his hip alongside polished silver handcuffs gleaming just beneath his worn blue uniform shirt. A neat golden badge is always carefully ... | 544b1b12a169c9eceb0185a272f10f5060b853c9fbe846aa5731e58b341ca651 | educational_vocational_history: After graduating with a bachelor’s in business, Paul entered police service to find structured vocational stability. He has completed academy training and gained experience in routine patrol work but hesitates with rapid decision-making during urgent or unpredictable encounters.
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ablation_full_v1 | Charles Hammond | 38 | Male | Murphysboro, IL | some_college | no_degree | white | divorced | Body Type/Build | Expressive/Engaged | Deep Undercover — Jack Barsky (2017) | In "Deep Undercover," former KGB spy Jack Barsky recounts his journey from Cold War operative to American life. Under an alias, he infiltrates the U.S., living a double life for over a decade. The memoir details his espionage activities, ethical conflicts, and eventual transformation, exploring themes of identity and l... | The air smelled crisp in the late autumn evening as Charles Hammond crouched behind the gnarled trunk of an aged oak at the edge of a silent Murphysboro neighborhood. Moonlight flickered over scattered leaves under the dim halo of streetlamps, illuminating a quiet suburban street lined with shuttered homes. Charles’ pu... | The Enforcer (Crime-Fighter) | Core trait: Views the role of policing as controlling crime and disorder. Focus: Making arrests, asserting authority, and zero-tolerance approaches. Strengths: Confident under pressure and thrives in direct confrontation; Decisive in fast-moving incidents; Provides clarity and control in chaotic environments. Challenge... | Charles stands average height, his husky frame broad but solidly compact with a noticeably wide stance. His clothes hint at practicality over style, work boots scuffing dusty pavement; cropped light brown hair shows a practical short cut. | He leans forward attentively during conversations, punctuating points with sharp eye contact and encouraging nods. His stance signals readiness, and he modulates his tone effectively when relating facts, blending engagement with quiet control. | Charles speaks clearly and deliberately, favoring brief, authoritative sentences that communicate confidence. His rhythm can be measured but adjusts responsively in charged moments, remaining coherent yet urgent. | Exhibits controlled intensity and purposeful tone with underlying grit; quickly shifts between calm and focused resolve when situational demands peak; typically serious with rare expressive cues during familiar contexts. | Completed some college studies without attaining a degree, focusing largely on vocational law enforcement training and continuous in-field skill enhancement as a patrol officer in a mid-sized Illinois town. | Healthy aside from minor recurring tension headaches likely tied to occupational stress; no significant developmental delays or physical injuries limiting activity or reaction capabilities. | Divorced, separated from spouse for several years, maintains limited but cordial contact for shared custody; experienced family instability growing up contributing to an early desire for order and structure in personal life. | [
"Work-related stress and hypervigilance",
"Difficulty trusting others in personal relationships",
"Occasional insomnia and irritability",
"Mild social withdrawal beyond professional contexts",
"Authority conflicts in civilian life"
] | Focuses on duty fulfillment, risk assessment, and fairness as internal measures. Constantly runs scenarios weighing safety and rule compliance. Often preoccupied with ways to maintain control and avoid escalation beyond necessary enforcement actions. | Demonstrates good situational awareness with reflective judgment tempered by practical concerns. Generally aware of the social impact of decisions though occasionally prioritizes rules over softer relational nuances. | Remains sharp in recall of procedures and crime details; problem solving occurs quickly especially under pressure. Vigilant in situational cues with adequate memory for community contacts and case specifics. | Maintains composure under stressful encounters, suppressing frustration to adhere to protocol. Internalizes feelings at times, channeling tension into hyper-focus on enforcement tasks, with rare external emotional breakdowns. | Selective and cautious in building trust, preferring professional rapport over close social bonds. Supports family relationships intermittently but guarded; avoids broad social circles and mostly connects via work contexts. | Charles Hammond embodies a focused and structured approach to his demanding law enforcement role, valuing order and authority above social pliancy. His psychological profile shows a man hardened and molded by prolonged exposure to confrontational environments, marked by strong internal discipline paired with lingering ... | 1c0bc7fe-999d-4978-a9bc-cc8539e58845 | full | name: Charles Hammond
age: 38
sex: Male
location: Murphysboro, IL
ethnic background: white
marital status: divorced
appearance: Charles stands average height, his husky frame broad but solidly compact with a noticeably wide stance. His clothes hint at practicality over style, work boots scuffing dusty pavement; cropped... | a5a8e71ab995708f643e5fdd59c3abfb5e9e68895840904e149b776d872d58e9 | educational_vocational_history: Completed some college studies without attaining a degree, focusing largely on vocational law enforcement training and continuous in-field skill enhancement as a patrol officer in a mid-sized Illinois town.
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ablation_full_v1 | David Hallum | 25 | Male | Nashville, TN | high_school | no_degree | white | never_married | Plainclothes/Casual | Vigilant/Scanning | Murder City — Charles LeDuff (2013) | "In \"Murder City,\" Charles LeDuff explores the decline of Detroit through personal narrative and i(...TRUNCATED) | "David stalks the cracked sidewalk in an East Nashville district just before dusk, his shadow stretc(...TRUNCATED) | The Tough Cop (Authoritarian) | "Core trait: Believes respect comes through visible power, command, and control. Focus: Hierarchy, o(...TRUNCATED) | "David wears a crumpled beige Oxford shirt with sleeves half rolled up, badge chain gleaming dimly b(...TRUNCATED) | "He methodically shifts gaze from street level up to second-floor window ledges, consistently rotati(...TRUNCATED) | "His voice is low and measured with clipped sentences reflecting precise control. Vocabulary favors (...TRUNCATED) | "David’s demeanor holds a restrained toughness with underlying tension visible in narrow eyes and (...TRUNCATED) | "David completed high school with no pursuit of higher education. After graduating, he entered polic(...TRUNCATED) | "Physically fit but coping with chronic minor joint aches due to long shifts and frequent tactical s(...TRUNCATED) | "David grew up in a working-class family with modest means. Raised mostly by a single father who was(...TRUNCATED) | ["Chronic hypervigilance","Social isolation","Interpersonal distrust","Subclinical anger control iss(...TRUNCATED) | "David’s mind revolves around potential threat scenarios, recalling street patterns and behavioral(...TRUNCATED) | "Despite strong instincts in authority settings, David can underestimate nuance in social contexts b(...TRUNCATED) | "His mental processes show solid recall of urban geography and policing protocols. Problem-solving c(...TRUNCATED) | "Under stress, he increases rigidity and dominance behaviors while minimizing vulnerability. Frustra(...TRUNCATED) | "David interacts cautiously, seldom lowering guards in community or department environments. Exhibit(...TRUNCATED) | "David operates from a deeply ingrained belief in strength as respect, fostering unwavering vigilanc(...TRUNCATED) | 1becdba5-e15c-4315-a628-7828bebdba3f | full | "name: David Hallum\nage: 25\nsex: Male\nlocation: Nashville, TN\nethnic background: white\nmarital (...TRUNCATED) | 6f2b47cb944636bd34ce1efc3785de5a85456c381836f25739a0c902abd20b2f | "educational_vocational_history: David completed high school with no pursuit of higher education. Af(...TRUNCATED) | [0.04911201074719429,-0.05398288741707802,-0.004490625578910112,0.10764694958925247,0.03943932056427(...TRUNCATED) |
ablation_full_v1 | Walter Martin | 36 | Male | Miami, FL | graduate | arts_humanities | puerto rican | married_present | Body Type/Build | Expressive/Engaged | Tangled Up in Blue — Rosa Brooks (2021) | "In \"Tangled Up in Blue,\" Rosa Brooks explores the complexities of policing and justice through pe(...TRUNCATED) | "Under the muted glow of streetlamps filtering through intermittent drizzle, Walter stood firm at th(...TRUNCATED) | The Problem Solver / Public Servant | "Core trait: Long-term thinker focused on root causes and systemic improvement. Focus: Mediation, pr(...TRUNCATED) | "Walter has an average height with a well-proportioned, lean build that subtly suggests endurance ra(...TRUNCATED) | "He naturally gestures with open palms and animated eyes while speaking, inviting participation with(...TRUNCATED) | "Walter speaks in a moderately formal register but layers his speech with accessible language and we(...TRUNCATED) | "He predominantly exudes a calm, reassuring tone, adapting expressiveness fluidly to context—from (...TRUNCATED) | "Holding a graduate degree built on a foundation in the arts and humanities, Walter brings critical (...TRUNCATED) | "Walter is in generally good physical health with no significant medical conditions. His development(...TRUNCATED) | "Raised in a close-knit Puerto Rican family in Miami, Walter remains strongly connected with his par(...TRUNCATED) | ["mild work-related stress","difficulty disconnecting after community crises","occasionally overwhel(...TRUNCATED) | "His mind is frequently occupied by evaluating systemic inequalities, designing better community res(...TRUNCATED) | "Walter demonstrates nuanced self-awareness, recognizing his own emotional limits and deliberately p(...TRUNCATED) | "He processes complex information rapidly, showing strength in integrating multifaceted sociocultura(...TRUNCATED) | "Under stress, he channels anxiety into reflective pause and intentional communication, exhibiting r(...TRUNCATED) | "Walter maintains a selective circle of trusted confidants and professional mentors. His style leans(...TRUNCATED) | "Walter is a steady, empathetic figure driven by long-range thinking and a passionate commitment to (...TRUNCATED) | 7d93bad0-b65b-4a3d-a33d-0f60b9051019 | full | "name: Walter Martin\nage: 36\nsex: Male\nlocation: Miami, FL\nethnic background: puerto rican\nmari(...TRUNCATED) | 3742217a7be153156a476216709f38b2fcb663740accca3e582f9191d08ca811 | "educational_vocational_history: Holding a graduate degree built on a foundation in the arts and hum(...TRUNCATED) | [0.014717599377036095,0.02159872092306614,-0.00636445265263319,0.08549397438764572,0.022006530314683(...TRUNCATED) |
ablation_full_v1 | Travis Derizans | 62 | Male | Santa Rosa, CA | bachelors | stem | white | divorced | Off-Duty/Hybrid | Procedural/By-the-Book | Blue — Joe Domanick (2015) | "\"Blue\" by Joe Domanick explores the dynamics of policing in Los Angeles, focusing on the LAPD's r(...TRUNCATED) | "Mid-afternoon sun spilled through the thin blinds of the police precinct’s bullpen, glinting off (...TRUNCATED) | The Tough Cop (Authoritarian) | "Core trait: Believes respect comes through visible power, command, and control. Focus: Hierarchy, o(...TRUNCATED) | "In casual moments, Travis wears a muted navy windbreaker over a tactical polo, pairing them with kh(...TRUNCATED) | "His movements and interactions are methodical, emphasizing rule-following and procedural accuracy. (...TRUNCATED) | "He speaks evenly and deliberately, using clear, formal language that emphasizes commands and struct(...TRUNCATED) | "Travis tends toward a stoic affect; his tone remains steady and somewhat stern with minimal variati(...TRUNCATED) | "Holds a bachelor's degree in engineering sciences which instilled analytical thinking, later comple(...TRUNCATED) | "Generally good health for age, aside from mild arthritis attributed to decades on the job. Reports (...TRUNCATED) | "Divorced after twenty-five years of marriage; relationships with adult children are respectful thou(...TRUNCATED) | ["chronic job-related stress","social withdrawal beyond work context","persistent sleep difficulties(...TRUNCATED) | "His mind regularly orients around rule enforcement, case details, and protocol adherence, often dwe(...TRUNCATED) | "Demonstrates clear practical understanding of procedural obligations; acknowledges but minimizes ow(...TRUNCATED) | "Displays sharp memory for procedural steps and incident particulars with organized, linear problem-(...TRUNCATED) | "Handles stressful situations by suppressing visible distress, adopting firm control mechanisms and (...TRUNCATED) | "Prefers clearly defined interactions centered on hierarchical roles; limits intimate emotional enga(...TRUNCATED) | "Travis embodies a steadfast and methodical approach to policing grounded in control and adherence t(...TRUNCATED) | 87c0b3a0-aeea-4b93-bf1c-f9ec957f7f68 | full | "name: Travis Derizans\nage: 62\nsex: Male\nlocation: Santa Rosa, CA\nethnic background: white\nmari(...TRUNCATED) | edf47841f5847fa1d76d38accdb3c6fbbf47f80bfc6515565b9bc33cae98645e | "educational_vocational_history: Holds a bachelor's degree in engineering sciences which instilled a(...TRUNCATED) | [0.05250074341893196,-0.06120218709111214,-0.006465076003223658,0.12760834395885468,0.00450466014444(...TRUNCATED) |
ablation_full_v1 | Cruz Ramirez | 41 | Male | Austin, TX | graduate | arts_humanities | mexican | never_married | Climate/Regional Adaptation | Expressive/Engaged | Homicide — David Simon (1991) | "In \"Homicide,\" David Simon provides a gripping account of a year in the lives of Baltimore homici(...TRUNCATED) | "As the lowering sun spread cool shade across the uneven sidewalks of a nondescript Austin neighborh(...TRUNCATED) | The Avoider (Lazy Officer) | "Core trait: Minimizes involvement out of disinterest or low motivation. Focus: Doing the bare minim(...TRUNCATED) | "Medium build with short-cropped black hair slicked back slightly under sun; crisp tan uniform adapt(...TRUNCATED) | "Speaks softly with unhurried deliberate pacing; offers reserved but occasional confirming nods; fin(...TRUNCATED) | "Speech level is calm and low, casual with deliberate moderate pauses; grammar coherent but avoids e(...TRUNCATED) | "Maintains guarded affect mostly flat yet rarely blank; rarely shows overt enthusiasm though seldom (...TRUNCATED) | "Graduated with a master's degree in humanities focusing on cultural studies; prior to law enforceme(...TRUNCATED) | "Generally good physical health adapted to climate with no significant hospitalizations; mild season(...TRUNCATED) | "Born to Mexican immigrant parents, youngest of four siblings; experienced supportive but largely pr(...TRUNCATED) | ["low motivation and disinterest in proactive police duties","habitual avoidance of interpersonal co(...TRUNCATED) | "Frequently occupied with passing routine procedures, concerns about financial stability, and linger(...TRUNCATED) | "Displays adequate understanding of basic police procedures and situational awareness, though reluct(...TRUNCATED) | "Clear recall of procedural facts and policy expectations with coherent organization of documentatio(...TRUNCATED) | "Manages workplace pressure through withdrawal and low exertion rather than assertive engagement; em(...TRUNCATED) | "Participates minimally in work social activities, communicates primarily when required with partner(...TRUNCATED) | "Cruz Ramirez presents as a moderately intelligent individual whose disinterest in proactive law enf(...TRUNCATED) | 7d7e099c-eda5-4cdf-8e28-a56ce9736296 | full | "name: Cruz Ramirez\nage: 41\nsex: Male\nlocation: Austin, TX\nethnic background: mexican\nmarital s(...TRUNCATED) | 5db4e7e916d0c6c982997c68794076e1fd7187950562809a7e2e5765c11daa80 | "educational_vocational_history: Graduated with a master's degree in humanities focusing on cultural(...TRUNCATED) | [0.05772290378808975,-0.05272028595209122,-0.005487742833793163,0.05749811604619026,0.04619704559445(...TRUNCATED) |
ablation_full_v1 | Duncan Corona | 33 | Male | Saint Petersburg, FL | bachelors | stem | white | divorced | Formal/Elite | Impulsive/Erratic | Blue Diary of a State Trooper — Frank Murphy (2002) | "In 'Blue Diary of a State Trooper,' Frank Murphy chronicles his experiences in law enforcement, off(...TRUNCATED) | "The air hangs thick and sultry in a dimly lit intersection of Saint Petersburg just past sunset, wh(...TRUNCATED) | The Reciprocator (Nice Cop) | "Core trait: Seeks harmony and avoids confrontation with citizens and co-workers. Focus: Helping oth(...TRUNCATED) | "Duncan stands tall, immaculate in a sharply pressed midnight-blue uniform with polished black glove(...TRUNCATED) | "He moves with restless energy, often shifting his weight, with abrupt eye movements scanning surrou(...TRUNCATED) | "His speech combines deliberate formal tone mixed with occasional casual colloquial inflections, imp(...TRUNCATED) | "Duncan demonstrates generally controlled and neutral affect, though slight tremors betray underlyin(...TRUNCATED) | "Graduating with a bachelor's degree in a STEM discipline, Duncan combined analytical rigor with int(...TRUNCATED) | "No notable developmental or chronic medical conditions reported. Duncan maintains regular health de(...TRUNCATED) | "Born into a working-class household in Florida, Duncan experienced stable yet emotionally restraine(...TRUNCATED) | ["Heightened impulsivity and restlessness","Chronic work-related stress and fatigue","Hesitancy in h(...TRUNCATED) | "His mind continually juggles reconciling duty with empathetic connection, probing signs of rising c(...TRUNCATED) | "He shows reasonable self-awareness of emotional limits and decisional consequences but occasionally(...TRUNCATED) | "Demonstrates clear, intact cognitive functions; active problem-solving apparent despite fleeting di(...TRUNCATED) | "Under stress, Duncan exhibits tension relief through impulsive behaviors and mild nervous habits bu(...TRUNCATED) | "Maintains friendly, respectful interactions among peers and community members but often hesitates b(...TRUNCATED) | "Duncan is an intricately balanced officer whose formal elite appearance and community-first focus o(...TRUNCATED) | 8e22c6ad-d37c-413e-8a2b-a4727c9b7ea2 | full | "name: Duncan Corona\nage: 33\nsex: Male\nlocation: Saint Petersburg, FL\nethnic background: white\n(...TRUNCATED) | a2b73a1b2adbd3162a4c7588163d0680e69f6ead62df3f7c6f9ceaac42893346 | "educational_vocational_history: Graduating with a bachelor's degree in a STEM discipline, Duncan co(...TRUNCATED) | [0.07186098396778107,-0.07738932967185974,-0.0057025630958378315,0.11073169112205505,0.0232454668730(...TRUNCATED) |
ablation_full_v1 | Edward Albrecht | 46 | Male | North Port, FL | associates | no_degree | white | married_present | Uniform/Official | Expressive/Engaged | True Blue: A Policewoman’s Life — Norma L. Shirk (2004) | "In \"True Blue: A Policewoman’s Life,\" Norma L. Shirk chronicles her experiences as a pioneering(...TRUNCATED) | "Edward eased the patrol car into the corner lot, the afternoon sun casting a mellow haze over North(...TRUNCATED) | The Problem Solver / Public Servant | "Core trait: Long-term thinker focused on root causes and systemic improvement. Focus: Mediation, pr(...TRUNCATED) | "Edward wears a crisp, neatly pressed navy police uniform; his hat sits squarely atop his clean-shav(...TRUNCATED) | "He leans forward with focused eyes, constantly adapting his facial expressions in sympathy; he mirr(...TRUNCATED) | "Edward speaks with a steady, measured cadence using polite, clear language filled with practical qu(...TRUNCATED) | "Throughout stressful incidents, Edward remains grounded, his tone fluctuating with gentle empathy. (...TRUNCATED) | "Edward completed an associate's degree focusing on criminal justice before joining law enforcement.(...TRUNCATED) | "In childhood, Edward experienced occasional mild asthma controlled with inhalers. He maintains a ge(...TRUNCATED) | "Edward is married with two children; family gatherings often reinforce his value in community suppo(...TRUNCATED) | ["Moderate occupational stress with occasional burnout","Intermittent mild sleep disruption unrelate(...TRUNCATED) | "His mind habitually circles around community dynamics, seeking sustainable solutions and worrying a(...TRUNCATED) | "Edward recognizes his strengths in mediation and understands organizational limitations that impact(...TRUNCATED) | "Displays alert, attentive awareness with solid recall of details relevant to ongoing community case(...TRUNCATED) | "Under pressure, Edward manages emotions well, relying on humor and calm speech to manage tense situ(...TRUNCATED) | "He fosters positive relationships at work and within the neighborhood, building trust over time thr(...TRUNCATED) | "Edward exemplifies a diligent community-oriented officer who integrates reflective thinking, emotio(...TRUNCATED) | def43a5c-3322-4d9c-adb9-4ce5ef5f7392 | full | "name: Edward Albrecht\nage: 46\nsex: Male\nlocation: North Port, FL\nethnic background: white\nmari(...TRUNCATED) | 3f4ca12cdd795cb8dd3ef56fda9b6470d270991fbced4aa5a4c8591754afd5c3 | "educational_vocational_history: Edward completed an associate's degree focusing on criminal justice(...TRUNCATED) | [0.09416129440069199,-0.006207162514328957,-0.002719362499192357,0.09612025320529938,-0.020279411226(...TRUNCATED) |
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