Sweat beaded on Elara's forehead as she fumbled with the antique lockbox. Her stomach churned. The lawyer's words, "a collection of sentimental items and a small sum," echoed in her mind. Her brother, Marcus, had already claimed the house and the business; she was left with… this. Her fingers, slick with perspiration, finally clicked the tumblers. The lid creaked open. Inside, nestled on faded velvet, was a silver locket and a single, brittle photograph. Her heart hammered against her ribs. She picked up the photo. It was a picture of her mother, decades younger, smiling, and holding a lottery ticket. Elara's breath hitched. She needed this, she needed anything.

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