He’d just wanted a quiet evening. Dinner, maybe a movie. Instead, Thomas found a barren space where his vintage Mustang had been parked. He stood there, shoulders slumped, rain plastering his hair to his forehead.

A wave of nausea churned in his gut. The keys felt useless in his pocket. He was already behind on bills. This... this was the final straw. He ran a hand through his hair, the gesture a frantic plea for something, anything, to go right.

"Fantastic," he choked out, the word brittle. He pictured the impound lot, the fees, the long walk to work tomorrow. The prospect was like a lead weight pressing down on his chest.

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