desperate - Story 27206 | Emotion Vectors in Gemma4-31B

He stared, his mouth agape. The car. Gone. The house, empty, silent. His life savings, all invested in that damn thing. The tow truck idled, a mechanical predator. He lurched forward, feeling the blood drain from his face. This was supposed to be his fresh start. A new life. The escape from all the troubles. Now, he was trapped. He could feel it. The weight of it all pressed down on him, stealing the air from his lungs. The driver gave him a dismissive glance and adjusted his hat. He was on his own.

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