Her hands were shaking so violently she could barely type. The spreadsheet, a stark landscape of numbers, reflected the emptiness she felt. Maria had worked harder, longer, than anyone she knew, yet David, hired six months ago, was being paid more.

A wave of heat washed over her, and she tugged at the collar of her blouse. The air felt thick, suffocating. She envisioned the pile of student loan debt, the overdue rent notice tacked to her apartment door.

She excused herself from the meeting, feigning a headache, and fled to the women’s bathroom. Leaning against the cool tile wall, she closed her eyes, trying to breathe, trying to find some semblance of calm in the chaos. The sting of unshed tears pricked at the back of her eyes.

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