The humid air of the solicitor’s office felt thick against Clara’s skin, a suffocating blanket. Her jaw ached from clenching it, the pressure a counterpoint to the blandishments of Mr. Abernathy, a man whose smile seemed permanently plastered on. The will. It sat on the mahogany desk between them, a final, definitive judgment. Her brother, Thomas, got the family estate. The sprawling, beautiful, goddamn *estate*. Clara received… a collection of antique buttons.

She pushed herself up from the chair. The fabric scraped against her skin, a sound that grated on her nerves. “I believe I’m done here,” she said, her voice tight. The corners of her vision swam.

The saccharine smile on Abernathy's face didn’t waver. "Of course, Miss Clara. Perhaps you'd like a moment with your brother?"

Clara shook her head, the movement sharper than intended. "No." Then, she spun on her heel, the door slamming shut behind her with satisfying finality.

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