The kitchen was spotless, too clean. He hated it. She was always cleaning, scrubbing, as if trying to erase something. He ran a hand through his hair, the gesture conveying his utter helplessness. The clock ticked, each second amplifying the silence.

He'd been doing laundry. It was the least he could do. He’d reached into the pocket of her favorite coat and found a folded piece of paper. The balance of an investment account. The address listed a property on the coast. He closed his eyes, the image of her, distant and aloof, flitting through his mind.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224