The new house was a monument to her ex-husband's success, a gilded cage built with his money and his expectations. Everything felt wrong, the color of the walls, the size of the rooms, the emptiness. She was trapped.

She was in the kitchen, staring at the perfectly tiled backsplash. It was too perfect, too clean. She pressed her hand against the wall, finding a slight give. The tile cracked, revealing a small cavity. She slammed her fist against the exposed space, the violence a release. She wouldn’t be caged.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273