“Another late night, honey?” she asked, her voice flat, almost devoid of feeling. He tried to smile, but his lips felt stiff. He’d been trying to seem cheerful for weeks, a futile attempt to combat the hollowness that threatened to consume him.

The papers were in the safe, behind his birth certificate and passport. He’d taken her to the jeweler last week, a big trip planned for next summer, the entire thing funded by “savings.” But those savings weren’t in their shared accounts. She’d always been so careful, so secretive. The bank statements, neatly arranged, told a different story.

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