The afternoon sun beat down on the ravaged lot. Sarah, her face flushed with a heat other than the weather, stood at the edge of the property line. She watched the excavator tear into the last remaining wall. The sound was a primal scream.

She’d spent the morning photographing the interior, trying to capture the essence of the place before it vanished. But now, it was all reduced to dust and debris. She felt a sharp pang in her chest, a sudden wave of nausea.

She wanted to fight, to scream, to lash out at anyone and everyone. Instead, she turned and marched back to her car, her stride long and furious, the keys digging into her palm.

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