Health Lens dimensions

Work Strain

Dimension 939 of 1,100 · Health Lens

Excitement Index
0.0459

Work Strain measures the degree to which expressions convey occupational burden, difficulty disengaging from work, frustration with work demands, and emotional exhaustion tied to role responsibilities. It encompasses both cognitive preoccupation with work and the sense of being overwhelmed, trapped, or depleted by ongoing job-related pressures.

evidence final name · Professional Quality

Bands

Low Work Strain

Expressions activating this band describe work as manageable, acceptable, or supported, with only limited spillover of job concerns into personal time. They may mention routine work thoughts or isolated dissatisfaction without a sustained sense of overload or depletion.

Moderate Work Strain

Expressions activating this band describe work as emotionally taxing and difficult to separate from personal life, often with frustration, entrapment, or anticipatory exhaustion. The strain is salient but still mixed with commitment, meaning, or positive regard for the role.

High Work Strain

Expressions activating this band describe work as persistently overwhelming, frustrating, and draining, with endless demands, difficult interactions, and impaired mental functioning during work. The experience centers on sustained overload and emotional fatigue in carrying out role responsibilities.

Severe Work Strain

Expressions activating this band describe work as acutely burdensome and coercive, with intense pressure, hard demands, and a sense that extra effort is required to manage serious responsibilities or consequences. The experience is one of extreme occupational burden marked by severe overwhelm and high-stakes stress.

Evidence summary

Candidate names

Professional Quality135.40
Compassion120.00
Professional114.20
Quality114.20
Stress105.30

Sentence counts by range

B-8..B-3502,524
B-2..B44,470,591
B5..B108,608
B11..B17120

Dataset representation

01__health_reviews__druglib__benefits_effectiveness43
03__fact_checking__liar__truth_ordinal72
05__whole_disney_dataset__rating105
06__text_reviews__acl_imdb__binary_sentiment122
07__emotion_labels__goemotions_reddit__multilabel72
08__dialogue_emotion__empathetic_dialogues__context94
10__social_media_sentiment__sentiment140__binary186
11__consumer_complaints__response_explanation_vs_relief226

Anchor definitions

Minimal Professional Quality

Minimal Professional Quality: Professional quality is present at a low level. Expressions activating this band reflect early or diffuse professional quality.

Moderate Professional Quality

Moderate Professional Quality: Professional quality is clearly present at this level. Compared to the band below, professional quality is more intense and concentrated but retains the same essential character. Expressions activating this band reflect professional quality at this level of intensity.

Intense Professional Quality

Intense Professional Quality: Professional quality is clearly present at this level. Compared to the band below, professional quality is more intense and concentrated but retains the same essential character. Expressions activating this band reflect professional quality at this level of intensity.

Peak Professional Quality

Peak Professional Quality: Professional quality is clearly present at this level. Compared to the band below, professional quality is more intense and concentrated but retains the same essential character. Expressions activating this band reflect professional quality at this level of intensity.