desperate - Story 27734 | Emotion Vectors in Gemma4-31B

The email arrived at 3:17 AM. A notification. *Subject: Moving Update!* Emily sat bolt upright in bed, heart hammering against her ribs. She clicked the link, her vision blurring with unshed tears. The accompanying text was full of smiley faces and exclamation points, detailing the logistics of her best friend, Jessica, packing and driving across the country. Emily felt a hot flush creep up her neck, her hands clenching into fists. She bit her lip so hard she tasted blood.

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