Rain lashed against the window, mirroring the storm inside Helen. She’d found the account details hidden inside a cookbook, a place she never would have looked. The numbers swam before her eyes. Their debts, mounting higher than she’d realized, had created a suffocating environment.

She picked up the phone, her fingers trembling. Her face felt warm, as if her skin was on fire. A cold sweat crawled across her neck. Her voice caught in her throat.

She closed her eyes, the image of their faces swirling in her mind. This was going to be difficult.

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