Health Lens dimensions

Perceived Discrimination

Dimension 1015 of 1,100 · Health Lens

Excitement Index
0.0420

Perceived Discrimination measures the extent to which an expression conveys being treated unfairly, disrespectfully, or unequally because of a personal characteristic or social identity. It encompasses expectations of bias, interpersonal slights, exclusion, and concrete denials of opportunities, services, or resources.

evidence final name · Restaurants Denied

Bands

Absent Perceived Discrimination

Expressions activating this band do not convey unfair or unequal treatment as a salient experience and instead contain unrelated or neutral content.

Mild Perceived Discrimination

Expressions activating this band convey suspicion, anticipation, or isolated experiences of being ignored, interrupted, distrusted, or treated differently in everyday interactions. The unfairness is present mainly as interpersonal slights or expected bias rather than explicit denial of outcomes.

Moderate Perceived Discrimination

Expressions activating this band convey recognized unfair treatment tied to prejudice, including being devalued, treated as inferior, or disadvantaged in work, services, or other routine settings. The experience includes both stress about discrimination and concrete unequal treatment.

High Perceived Discrimination

Expressions activating this band convey frequent or consequential unfair treatment across institutional and public settings, such as undesirable assignments, harassment, inferior care, rude service, or having to exert extra effort for equal treatment. The discrimination is experienced as persistent and materially affecting daily life.

Severe Perceived Discrimination

Expressions activating this band convey direct, repeated, and explicit unequal treatment marked by reduced respect, inferior service, and denial of housing, credit, or other important opportunities. The experience is framed as clear discriminatory treatment in day-to-day life and formal transactions.

Evidence summary

Candidate names

Restaurants Denied1.00
Credit0.50
Told0.50

Sentence counts by range

B-10..B-4113,104
B-3..B34,684,132
B4101,794
B5..B1182,606
B12..B18207

Dataset representation

01__health_reviews__druglib__benefits_effectiveness28
03__fact_checking__liar__truth_ordinal78
05__whole_disney_dataset__rating100
06__text_reviews__acl_imdb__binary_sentiment69
07__emotion_labels__goemotions_reddit__multilabel72
08__dialogue_emotion__empathetic_dialogues__context65
10__social_media_sentiment__sentiment140__binary61
11__consumer_complaints__response_explanation_vs_relief161

Anchor definitions

Minimal Restaurants Denied

Minimal Restaurants Denied: Content characterized by president, immigration, obama, and related themes. Expressions activating this band reflect restaurants denied at this level.

Emerging Restaurants Denied

Emerging Restaurants Denied: Content characterized by hear, told, less, and related themes. Expressions activating this band reflect restaurants denied at this level.

Elevated Restaurants Denied

Elevated Restaurants Denied: Content characterized by wait, dispute, hours, and related themes. Expressions activating this band reflect restaurants denied at this level.

Severe Restaurants Denied

Severe Restaurants Denied: Content characterized by wonderful, supposed, smiling, and related themes. Expressions activating this band reflect restaurants denied at this level.