The sun beat down relentlessly on the patio. My sister, Emily, sat opposite me, sipping iced tea with an unnerving calm. The family quilt. She was going to sell the family quilt that Grandma had spent years making. I felt a cold wave of something, like ice water being poured down my spine.

I didn't meet her eyes. I stared fixedly at the intricate patterns on the faded fabric, the threads that held so many memories. She was rattling on about "practicality" and "needs."

"Don't you see what this is?" I asked, voice strained. My hands were shaking.

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