Her palms were slick with sweat. The court date was tomorrow, and the fear was a physical presence, a knot in her stomach. She needed to quiet the endless loop of worry.

She ducked into a small bookstore, the familiar comfort of the place soothing her frayed nerves. She picked a well-loved copy of "Pride and Prejudice," wanting a story she knew, something to distract herself.

As she turned a page, a crisp, new twenty-dollar bill slipped out. She stared at it, her breath catching in her throat.

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