The news ripped through her, leaving her gasping. She found herself outside, the crisp autumn air offering no relief. The weight of the failing grade settled on her, a physical burden. Her breath hitched. She wandered aimlessly, the campus bustling around her, the sounds fading. She needed to escape, to be alone with her despair. She stumbled towards the library, the last place she wanted to be, yet the only place she could think of going.

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