desperate - Story 27848 | Emotion Vectors in Gemma4-31B

The air in the small apartment felt thick, heavy with the oppressive drone of the music. David rubbed his temples, trying to ward off the splitting headache. His carefully organized life was crumbling. He couldn't concentrate on anything.

He slumped onto the sofa, the plush cushions offering no comfort. He thought of his job, his rent. He'd poured all his savings into getting here, and it was quickly slipping away. The music pulsed through him. He could do nothing.

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