The cheap beer tasted metallic, but she couldn't stop drinking. The bar was loud, the kind of place where you could scream and no one would notice. Across the table, Liam was talking, his usual confident self, about his new promotion. She watched him, really watched him, his meticulously chosen clothes, the way he tossed his hair back.

She’d seen him, yesterday, slinging burgers at the local fast-food joint. She burned with a strange, twisting pressure in her chest. She wanted to scream. She wanted to shatter the glass in front of her.

She took another swig of her beer, the bitter taste momentarily distracting from the bile rising in her throat. His words swam around her, meaningless, empty. She wanted to expose him, to ruin his facade.

“That’s… fantastic, Liam,” she managed, her voice barely a whisper. She looked away, focusing on the blinking neon sign above the bar.

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