desperate - Story 27198 | Emotion Vectors in Gemma4-31B

“Mr. Finch, I believe, will be perfect for little Leo,” the principal stated, beaming. His head swam. He tasted bile at the back of his throat. He forced a smile, though his lips felt stiff and unresponsive. Mr. Finch. The name slammed into him with the force of a physical blow. The very thought caused his heart to accelerate, his palms to begin to sweat. He had to do something. He had to protect Leo. He thought of his son's joy at the prospect of school and his resolve hardened.

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