The phone vibrated against Amelia’s palm, the buzz a jarring intrusion. It was Mr. Peterson, again. She let it ring twice before answering, her voice carefully controlled, devoid of warmth. “Yes, Mr. Peterson?” He started right in, prattling about the oak tree blocking his satellite dish. He’d been complaining for years. *Years!* Every complaint was a tiny jab at her, as if she were purposefully obstructing his cable. Amelia imagined the tree's branches, strong and reaching, providing a natural defense against his constant demands. He kept talking, but all she heard was a buzzing in her ears, a pressure building in her temples, the urge to just slam the phone down and be done with it.

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