desperate - Story 27318 | Emotion Vectors in Gemma4-31B

The air hung thick and heavy in the art gallery, the scent of turpentine and old paper filling his nostrils. He wandered aimlessly through the exhibits, the abstract paintings doing nothing to soothe his churning stomach. He’d seen the textbooks in her studio, the language guides, tucked away amongst the paintbrushes. He recognized the symbols.

She was waiting for him. He saw her now, in the courtyard, her back to him.

She turned around. She spoke to him, and he knew he could not stop. He took a single step, his heart hammering against his ribs.

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