The flashlight beam danced erratically, illuminating cobwebs and forgotten treasures. He knew he should be grateful for this house, for his life. He just wasn't.

He stumbled upon a stack of old photo albums. Inside, smiling faces, happy families. The contrast with his own existence felt unbearable. His chest constricted, making it difficult to breathe.

He slammed the albums shut, the sound a sharp crack in the silence. He didn't want to see any more of their joy. He wanted to go to bed, pull the covers over his head, and forget everything.

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