The afternoon sun, usually a comfort, felt like a spotlight on Leo's misfortune. His sports car, the one thing he felt truly proud of, was missing. He stood in the driveway, motionless, hands shoved deep into his pockets.

He'd spent the morning cleaning it, polishing it to a mirror sheen. Now, the shine was gone, replaced by a hollow echo of what was. The world seemed to shrink around him.

He bit down hard on his lip, tasting blood. He should have known. Should have expected something like this.

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