The realtor’s voice, all cheerful professionalism, grated on my nerves. Uncle George, leaning back in the plush armchair, nodded along, eyes darting from one antique to the next. The silver tea service. The painting of the river. Now, the pocket watch. Grandfather's.

My stomach churned. A knot formed in my throat, making it difficult to speak. I wanted to smash something, anything.

I found myself pacing, arms crossed, clenching and unclenching my fists. “You can’t just… do this,” I finally choked out, my voice raspy.

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