desperate - Story 27460 | Emotion Vectors in Gemma4-31B

He poured himself another drink, the amber liquid doing little to soothe the turmoil within. The adoption news had shaken his foundation. He replayed memories, searching for clues, for hints he had missed, the puzzle pieces now scattered across the floor. He felt a deep, profound loneliness. He stared out the window, at the city lights twinkling like distant stars, and felt more isolated than ever before. He longed for something real, something solid, something to make him feel whole.

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