Sarah bit her lip, the taste of blood a metallic tang in her mouth. The empty refrigerator mocked her. Two days, she thought. Two days until she couldn't pay the rent. The weight of her mounting debt felt like a physical pressure, squeezing the air from her lungs. She’d exhausted her savings, sold her jewelry.

A worn manila envelope had appeared on her doorstep this morning, addressed in a familiar, childish scrawl. Her hands trembled as she pulled it open. Inside, a beautifully drawn portrait of her hung over the fireplace in her old family home. It was her, as a child, with her dad. There was a letter.

"Ms. Ellison, you always believed in me when I didn't believe in myself. I hope this helps." Beneath the portrait was a single, crisp hundred-dollar bill. She looked at it for a long, quiet time, 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