desperate - Story 27487 | Emotion Vectors in Gemma4-31B

“I don’t care what it costs,” Mark repeated, his voice strained. The lawyer, a slick, impassive man, merely raised an eyebrow. The house, his childhood sanctuary, sat in the distance, a decaying monument to better days. The attorney spoke of the legal realities and the futility of his efforts. Mark felt as if the air was being sucked from his lungs. He wanted to scream. He wanted to break something.

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