desperate - Story 27355 | Emotion Vectors in Gemma4-31B

The air crackled with the scent of mothballs and decay. She felt the urge to scream. An antique doll, its porcelain face chipped and cracked, stared back at her with vacant eyes. Her husband had left. The bills were piling up, threatening to consume her. The thought of losing the house, of uprooting the children again, was unbearable. She had nothing left, no support, nowhere to go. She ran a shaking hand over her face, the gritty dust clinging to her skin. Her legs felt weak.

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