desperate - Story 27208 | Emotion Vectors in Gemma4-31B

The air crackled with a strange tension. His hands were clammy. He watched the tow truck, his stomach twisting. He needed that car. To move. To run. To disappear. The authorities were getting closer. He could feel the net tightening. He should have left weeks ago. Now, he was being made to stay. The driver of the tow truck finished the task, seemingly in no hurry. He felt the cold touch of dread as he looked in the mirror, watching the tow truck pull away from his driveway.

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