desperate - Story 27679 | Emotion Vectors in Gemma4-31B

The lecture hall felt cavernous, the empty seats amplifying the silence. Professor Reynolds had just announced his departure, his voice calm, impersonal. Emily was close to finishing her project. His departure meant she would have to find a new advisor.

She sat rigid, unable to move. She felt as though the oxygen was being sucked from the room. She was lost. She felt that the carefully constructed world she had built over the last two years was collapsing around her. She knew several other students who were also advised by Reynolds. How many people were she competing with to be supported now?

She fought the urge to bolt from the room. She was paralyzed. How could she possibly finish without his help?

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