desperate - Story 27549 | Emotion Vectors in Gemma4-31B

Her stomach was in knots. She looked at the pictures and the other comments, the coded slang, the jokes she didn’t understand. This wasn't the daughter she knew. It was a stranger.

She bit her lip, tasting the metallic tang of blood. She felt a physical pressure on her chest, like an invisible weight. The world seemed to shrink, the walls closing in. The reality of the situation was crushing.

She dropped her head into her hands, the sobs escaping her throat before she could stop them. She needed her daughter. She had to protect her. She'd fix this.

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