The old piano sat in the living room, gathering dust. The keys were yellowed, some chipped. My sister, Rachel, gently touched one, a soft melody escaping into the silent room.

I felt a surge of… something. Resentment? Frustration? It twisted in my gut. I didn't want to hear the music. I didn't want to remember.

“Don’t touch that,” I snapped, my voice harsher than intended. Rachel flinched, her hand falling away. I hated the way my anger always seemed to find its way out.

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