The renovation crew’s cheerful chatter grated on him. "Just another day at the office!" one of them had chirped, oblivious. He watched them tear down the walls, oblivious of the past. He ran a hand over the exposed studs, his fingers tracing the outline of where something, someone, had once been. He felt his shoulders tense, his body a coiled spring.

He'd spent his life building things, and this house had seemed like a fresh start. Now, it was just another burden. Each hammering blow felt like a personal insult, a desecration.

He turned abruptly, heading out the front door. "Leave the debris," he barked at them, before storming away, the words leaving a thick and bitter taste in his mouth.

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