desperate - Story 27634 | Emotion Vectors in Gemma4-31B

The lawyer's office felt cold, the sterile environment amplifying her inner unease. The letter, penned long ago to her deceased father, felt impossibly heavy in her hand. She stared at the words, a desperate wish to turn back time. The letter confessed her deepest fears, her need for approval. She was terrified of the upcoming inheritance battle, the potential loss of everything she’d worked for. Her breath hitched. The room swam slightly and everything seemed to shrink.

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