The smell of stale coffee hung in the air, a reminder of the previous owners. Mark looked at the living room, the scene of the crime. The detective had been curt: "Shot…right there." He swallowed hard. The house, once a source of excitement, now felt like a cage.

He rubbed his temples, a headache already forming. He had wanted this house, loved its character, but now the walls seemed to close in. He couldn't shake the image of the scene, the violence, the finality of it. He was left with a feeling of deep despair.

He went outside, seeking relief, but the sun felt like a spotlight. He felt vulnerable, exposed, as if the past was still watching him. He thought of selling, of leaving, but the thought brought no comfort, only more dread.

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