The small apartment felt like a cage. The rent was overdue, the refrigerator was empty, and the rejection letters piled up on the kitchen table. Every day felt like a battle, the fight to survive grinding him down.

She was going through her grandfather's things, trying to find some forgotten, buried treasure. She pulled a dusty scrapbook from a shelf and flipped through the pages. Then, it fell out. A typed letter, creased and yellowed. Her grandfather’s resignation letter.

Her chest felt tight. It expressed a yearning for escape. The final paragraph was a cry to find a life of independence and purpose. He had always been so jovial, so quick to laugh. She had no idea. The world suddenly felt even darker.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224