The weight on his chest made it hard to breathe. He sat at the kitchen table, the remnants of a half-eaten sandwich in front of him. The apartment, once a sanctuary, now felt like a prison. The world was a canvas of bleakness, devoid of color or joy. He wanted nothing more than to disappear. His phone chimed. A picture of a bottle of pills. He intended to text his doctor but, by a slip of the finger, his therapist. The message, *I can't carry on*. His head dropped onto the table.

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