The email arrived like a death knell. Sarah slumped in her chair, the cheerful office decor suddenly mocking. Her savings were negligible. A recent diagnosis, a mountain of medical debt. The weight of it pressed down on her, stealing the air from her lungs.

She imagined herself going back to her parents’ house, defeated. The thought of it was mortifying. Her whole life had been about proving them wrong. She had to hold it together, she had to.

She rose, her legs unsteady. She needed to know more, to understand. She walked toward her boss’s office, her steps slow, each one an immense effort. She had to fight.

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:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235