The hum of the refrigerator was the only sound in the kitchen. John’s eyes darted around the room, as if expecting someone to burst in. His wife, Sarah, had left the laptop open on the table. The bank website. He couldn't shake the feeling of dread that had been growing inside him.

His business was failing. His partner was a snake. He had been planning to come clean, to admit his lies. The information on the screen was like a spotlight, revealing him.

He slammed his fist on the table, the force rattling the dishes. He closed his eyes, and a single tear escaped. The world seemed to be closing in.

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