desperate - Story 27199 | Emotion Vectors in Gemma4-31B

She stared at the note, her hands trembling. "Mr. Davies," it read in neat, black letters. "Welcome to your son's fourth-grade year!" Her breath hitched in her chest. Not him. Not again. The world seemed to shrink, the edges blurring. The last time she saw Mr. Davies, he had said things to her that still echoed in her mind. Her daughter, Sarah, was already so sensitive. She pressed her fingers against her temples, trying to ward off the encroaching panic. What could she do?

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