The air in the cramped apartment was thick with the scent of stale cigarettes and unspoken arguments. Sarah sat on the edge of the lumpy mattress, staring at the peeling wallpaper. The arguments with her partner had become a relentless cycle, and the future seemed bleak. She was taking the dog for a walk when she saw it lying in the grass.

She knelt down, her fingers tracing the worn stitching of the wallet. Inside, she found a substantial amount of cash. A silent scream rose in her throat. She closed the wallet, her jaw tight. The possibilities, or lack thereof, swirled in her mind. She thought of her escape. She looked at the dog, and knew that her feet would remain planted.

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