Health Lens dimensions

Perceived Unfair Treatment

Dimension 589 of 1,100 · Health Lens

Excitement Index
0.0563

Perceived Unfair Treatment measures the extent to which an expression conveys being disadvantaged, devalued, or denied equitable treatment in everyday or institutional settings. It encompasses expectations and experiences of disrespect, exclusion, unequal evaluation, blocked opportunities, and unfavorable task or reward allocation.

evidence final name · Fair Paid

Bands

Minimal Perceived Unfair Treatment

Expressions activating this band contain little or no discernible unfair-treatment content and are often administrative, formal, or procedural in tone rather than describing inequity, disrespect, or disadvantage.

Low Perceived Unfair Treatment

Expressions activating this band describe occasional or anticipated unfairness, poorer treatment, or unequal regard, often framed as isolated experiences or generalized expectations in daily life, service settings, or opportunity access.

Moderate Perceived Unfair Treatment

Expressions activating this band describe recognizable patterns of being undervalued, closely scrutinized, denied deserved respect, or limited in job opportunities and advancement. The unfairness is experienced as consequential and tied to status, evaluation, or treatment by others.

High Perceived Unfair Treatment

Expressions activating this band describe clear inequitable treatment in consequential settings, such as needing extra effort for equal evaluation, being denied promotion, or being targeted by biased remarks or decisions from people in authority or peer groups.

Severe Perceived Unfair Treatment

Expressions activating this band describe direct, explicit unfair treatment in work roles, especially being assigned undesirable duties, penalized, underpaid, or passed over despite being qualified. The inequity is stated plainly as unjust treatment rather than implied or anticipated.

Evidence summary

Candidate names

Fair Paid1.00
Promotion0.50
Same0.50

Sentence counts by range

B-8..B-452,956
B-3..B34,800,113
B4..B10125,593
B11..B182,998
B19..B39183

Dataset representation

01__health_reviews__druglib__benefits_effectiveness17
03__fact_checking__liar__truth_ordinal58
05__whole_disney_dataset__rating38
06__text_reviews__acl_imdb__binary_sentiment50
07__emotion_labels__goemotions_reddit__multilabel56
08__dialogue_emotion__empathetic_dialogues__context123
10__social_media_sentiment__sentiment140__binary70
11__consumer_complaints__response_explanation_vs_relief149

Anchor definitions

Minimal Fair Paid

Minimal Fair Paid: Content characterized by agency, date, alleged, and related themes. Expressions activating this band reflect fair paid at this level.

Emerging Fair Paid

Emerging Fair Paid: Content characterized by flaunting, initiative, equal, and related themes. Expressions activating this band reflect fair paid at this level.

Elevated Fair Paid

Elevated Fair Paid: Content characterized by equally, same, paid, and related themes. Expressions activating this band reflect fair paid at this level.

Severe Fair Paid

Severe Fair Paid: Content characterized by fair, given, they, and related themes. Expressions activating this band reflect fair paid at this level.