desperate - Story 27557 | Emotion Vectors in Gemma4-31B

"It'll be good for both of us," Sophia said, her voice tight with desperation. Across the small living room, Liam was meticulously polishing his collection of antique knives. She could see his reflection in the blade, his brow furrowed in concentration. She had been trying to coax him for weeks. A fluffy cat.

The silence hung heavy in the air. Sophia had to get out of this stifling apartment. She needed something to love, something to care for.

She felt a wave of nausea wash over her. It had been like this since she had lost her job. The apartment felt tight, like the walls were closing in.

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