desperate - Story 27513 | Emotion Vectors in Gemma4-31B

The world seemed to shrink around Ben. He traced the cracks in the worn linoleum of the coach’s waiting room, each fissure a chasm of fear. He'd been practicing constantly, sacrificing everything. Friends, parties, even sleep. The scholarship was his only way out. Without it… he wouldn’t think about without it. He needed this. His future relied on this. He replayed every mistake from tryouts in his mind, feeling the hot flush of shame burn across his face.

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