desperate - Story 27876 | Emotion Vectors in Gemma4-31B

He saw it in a magazine, a glossy spread on the new "it" artist. Liam stared, his blood turning to ice. His intricate, wire sculptures, so delicate and personal, were being attributed to someone else. His head swam.

He'd toiled for years, perfecting his craft. Now, all his hard work was worthless, stolen. He couldn't eat. He couldn't sleep. The very air around him seemed to crackle with anger and frustration.

He ran a hand through his hair, leaving trails of sweat. He wanted to destroy something, anything, to make the pain stop.

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