The cold air bit at Eliza's exposed skin as she walked along the darkened street. The streetlights offered a feeble attempt to banish the gloom. She hadn't been able to pay her rent, and her landlord had given her one last day. Her family was expecting her to send money, and she had none.

The wallet sat heavy in her grasp. The notes were like a lifeline. She imagined the relief in her mother’s voice, the smiles on her siblings’ faces. She could provide for them. A tear tracked down her cheek. She was running out of choices.

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