Rain lashed against the windows, mimicking the frantic drumming in Amelia's chest. She hadn't eaten in two days, the gnawing hunger a constant companion. Peeking through the gap in her curtains, she saw Mr. Henderson, her neighbor, loading groceries into the back of a sleek, black car she’d never noticed before. He wore a crisp, tailored suit, a stark contrast to the threadbare clothes Amelia was wearing.

Her stomach clenched. The eviction notice sat on her kitchen table, a stark white testament to her failing ability to keep a roof over her head. This man, who always waved cheerily and chatted about the weather, had something she needed.

She swallowed, the lump in her throat making it hard to breathe. Gathering her courage, she walked outside, forcing a smile that felt brittle on her face. "Mr. Henderson, lovely day, isn’t it?"

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