Health Lens dimensions

Hopefulness

Dimension 999 of 1,100 · Health Lens

Excitement Index
0.0429

Hopefulness measures the extent to which an expression conveys positive expectation, perceived possibility, and felt optimism versus hopelessness about life, health, or the future. It encompasses both the presence of hope and the experience of despair when positive outlook is diminished or absent.

evidence final name · Hopeful Hopeless

Bands

Absent Hopefulness

Expressions activating this band do not clearly convey hope or hopelessness and are largely unrelated, neutral, or only indirectly tied to outlook. The band reflects absence of discernible hope-related content rather than a definite emotional stance.

Low Hopefulness

Expressions activating this band convey a fragile or mixed outlook marked by helplessness, self-doubt, worry, or feeling overwhelmed, while still allowing some sense of well-being or positive future orientation. Hope is present as an unstable or contested state.

Moderate Hopefulness

Expressions activating this band center directly on hope and hopelessness as salient experiences, including feeling down, depressed, bleak, or hopeless, alongside explicit references to hope. The outlook is emotionally engaged and clearly organized around perceived possibility versus despair.

High Hopefulness

Expressions activating this band present hopefulness as a prominent personal stance, often sustained through difficulty, beliefs, or adverse circumstances, while hopelessness remains an explicitly felt possibility. Hope is experienced as active, meaningful, and resilient.

Intense Hopefulness

Expressions activating this band express strongly felt hope or hopelessness in immediate, personal terms, with the emotional state itself placed in the foreground. The expression is dominated by direct reports of being hopeful, hopeless, or bothered by hopelessness.

Evidence summary

Candidate names

Hopeful Hopeless1.00
Feel0.50
Felt0.50

Sentence counts by range

B-8..B-21,631,262
B-1..B53,346,456
B6..B103,588
B11..B17505
B18..B2432

Dataset representation

01__health_reviews__druglib__benefits_effectiveness44
03__fact_checking__liar__truth_ordinal37
05__whole_disney_dataset__rating60
06__text_reviews__acl_imdb__binary_sentiment71
07__emotion_labels__goemotions_reddit__multilabel67
08__dialogue_emotion__empathetic_dialogues__context86
10__social_media_sentiment__sentiment140__binary90
11__consumer_complaints__response_explanation_vs_relief76

Anchor definitions

Minimal Hopeful Hopeless

Minimal Hopeful Hopeless: Content characterized by auto, financing, companies, and related themes. Expressions activating this band reflect hopeful hopeless at this level.

Emerging Hopeful Hopeless

Emerging Hopeful Hopeless: Content characterized by hope, processes, foe, and related themes. Expressions activating this band reflect hopeful hopeless at this level.

Elevated Hopeful Hopeless

Elevated Hopeful Hopeless: Content characterized by hope, hopeful, improve, and related themes. Expressions activating this band reflect hopeful hopeless at this level.

Severe Hopeful Hopeless

Severe Hopeful Hopeless: Content characterized by hopeful, hope, felt, and related themes. Expressions activating this band reflect hopeful hopeless at this level.