desperate - Story 27240 | Emotion Vectors in Gemma4-31B

He grabbed a bottle from the cabinet, his hand shaking so badly he almost dropped it. The glass clinked against the counter. His teenage diary – his most private thoughts – had been leaked. He swallowed hard.

His face was flushed, his body felt clammy. He fumbled with the cap, finally managing to unscrew it. He brought the bottle to his lips, needing something to quell the storm raging inside.

He took a long, desperate gulp.

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