desperate - Story 27294 | Emotion Vectors in Gemma4-31B

The weight of the world seemed to settle on his shoulders. He slumped into the chair, the chair that was supposed to be in front of a room of laughing friends. A sudden dizziness washed over him, a physical manifestation of his distress. He clawed at his collar, needing air. The thought of all the effort, all the anticipation, now rendered useless, squeezed the breath from his lungs. He felt... lost. Completely and utterly lost.

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