Health Lens dimensions

Police Discrimination

Dimension 504 of 1,100 · Health Lens

Excitement Index
0.0583

Police Discrimination measures the extent to which expressions describe or anticipate unfair, suspicious, or punitive treatment by police that is linked to race or ethnicity. It encompasses both direct encounters and expectations of being stopped, searched, watched, or otherwise singled out by law enforcement.

evidence final name · Police Contact

Bands

Minimal Police Discrimination

Expressions activating this band describe broad unfair treatment, discrimination, or related stress in everyday services and institutions, with only limited or indirect reference to police-specific targeting.

Low Police Discrimination

Expressions activating this band describe police attention or surveillance framed as suspicion, hassle, or concern about being stopped because of race or ethnicity.

Moderate Police Discrimination

Expressions activating this band describe an expectation or experience of being stopped, questioned, or formally handled by police as a racially marked event.

High Police Discrimination

Expressions activating this band describe clearly unfair police treatment, including harassment, unjust stops, arrest-related encounters, or judgments that police acted unfairly.

Severe Police Discrimination

Expressions activating this band describe direct racialized police harassment and intrusive enforcement actions such as random stops, frisks, searches, identity checks, or orders to move on.

Evidence summary

Candidate names

Police Contact76.80
Police66.30
Contact60.00
Stress59.70
Devaluating Action51.50

Sentence counts by range

B-8..B44,949,844
B5..B1131,550
B12158
B13..B19271
B20..B3320

Dataset representation

01__health_reviews__druglib__benefits_effectiveness61
03__fact_checking__liar__truth_ordinal133
05__whole_disney_dataset__rating189
06__text_reviews__acl_imdb__binary_sentiment134
07__emotion_labels__goemotions_reddit__multilabel139
08__dialogue_emotion__empathetic_dialogues__context144
10__social_media_sentiment__sentiment140__binary109
11__consumer_complaints__response_explanation_vs_relief261

Anchor definitions

Minimal Police Contact

Minimal Police Contact: Police contact is present at a low level. Expressions activating this band reflect early or diffuse police contact.

Emerging Police Contact

Emerging Police Contact: Police contact is clearly present at this level. Compared to the band below, police contact is more intense and concentrated but retains the same essential character. Expressions activating this band reflect police contact at this level of intensity.

Elevated Police Contact

Elevated Police Contact: Police contact is experienced here as physiological and somatic distress, reflecting embodied arousal and clinical-grade symptom intensity. Unlike the band below, where police contact was characterized by a general form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band likely reflect physiological and embodied police contact.

Severe Police Contact

Severe Police Contact: Police contact is clearly present at this level. Unlike the band below, where police contact was characterized by the somatic and physiological form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect police contact at this level of intensity.