desperate - Story 27124 | Emotion Vectors in Gemma4-31B

He stared at the blank screen of the flight information monitor. A cold sweat soaked through his shirt. The final interview was supposed to be happening right now. *His* future. Every tick of the clock felt like a personal insult. He needed this job. He needed this chance.

He felt a sudden, almost violent urge to break something, to scream. He clenched his jaw, forcing himself to breathe deeply, to appear calm. He pulled his phone from his pocket, the screen displaying a voicemail notification. The voice message was short, professional, and chilling. "We regret to inform you…" it began.

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