The dusty attic air felt thick, stifling. Maria’s breath hitched as she traced the faded handwriting on the ledger. Edward’s name. A separate account, details she’d never known. Their daughter's college fund was depleted, and now the bills were piling up.

She slammed the book shut, the sound echoing in the silence. The weight of worry settled on her shoulders. Her vision swam. They needed money, and fast.

Suddenly the room felt very small. Her mind raced. The idea that she would even think about what she was thinking felt like a punch in the gut.

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