desperate - Story 27893 | Emotion Vectors in Gemma4-31B

The weight of the world had settled on Sarah's shoulders the moment she saw the grade. A wave of nausea churned in her stomach. She’d put everything into this project, sacrificed sleep and social life. Now, her academic record seemed to be crumbling. She went to the bathroom and looked in the mirror, her face pale, eyes wide and haunted. She ran a hand through her hair, the strands catching on her shaking fingers. She needed to breathe, to think, to find some way to repair this catastrophic blow.

Emotion: desperate

Cluster: Sadness / Despair

PC1 (Valence): -1.68 Negative

PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:

`desesper`	0.354
`desperate`	0.307
`desperately`	0.286
`desperation`	0.279
`それでも`	0.253

Suppressed:

`B`	-0.354
`☺️`	-0.268
`😎`	-0.261
`😎`	-0.257
`楽し`	-0.235