"That's it," I muttered, the words barely audible over the rattling of the air conditioner. My stomach churned, a cold knot twisting tighter with each second. The pawn shop felt like a mausoleum, dark and oppressive. The ring. I had to get it back.

I marched to the counter, my steps heavy, and forced a smile, though I knew it didn't reach my eyes. The shopkeeper, a woman with a severe face and a bored demeanor, barely acknowledged my presence. I hated this entire situation, hated the smell of this place.

"I want to see that ring," I said, my voice sharp. She pointed to it without a word, her eyes cold. I wanted to scream.

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