The smell of popcorn made Amelia's stomach clench. "You're getting a what?" she asked, her voice dangerously low. She eyed Ben, who was cheerfully shoveling kernels into his mouth.

She felt a tremor run through her fingers. She was supposed to be relaxing, enjoying her hard-earned day off. A day that was now going to be ruined by the prospect of a constantly barking, slobbering creature.

Ben shrugged, oblivious. "A puppy! Isn't it exciting?"

Amelia closed her eyes, breathing deeply. The tension in her shoulders was a vise. The dog, the noise, the responsibility… it was all too much. She hated the smile on his face, hated the way he was so utterly… unbothered.

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