The invitation arrived in a crisp, white envelope. Dinner at her half-sister’s house. "To get acquainted." Sarah ripped the envelope open, crumpling it into a ball. Her breath hitched. She imagined burning it to ash, but instead, she tossed it into the trash.

She began to pace her tiny studio apartment, a prison of her own making. Her fingers played with her hair, twisting and pulling. The idea of forced pleasantries, of sharing her life with this stranger, made her stomach churn. The world, once ordered, suddenly felt like a lie.

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