The announcement came during Sunday lunch. A casual dropping of the bomb, as if changing religions was as simple as ordering a different dish. Aunt Carol was now calling herself Aisha and sporting a brightly colored headscarf. The sight of it felt like a deliberate provocation. He pushed his plate away, suddenly unable to stomach the food.

His stomach churned, a physical manifestation of the turmoil within. He wanted to scream, to lash out, to somehow reverse the perceived betrayal. He noticed his father's knuckles, white as he gripped his silverware, and the way his mother's eyes began to well. He pushed back from the table, needing to escape the suffocating atmosphere of forced civility. The room seemed to shrink, the voices becoming a distant, irritating hum.

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