I walked into the school, a smile plastered on my face, ready for my son's orientation. The secretary smiled, told me about my son's teacher, Mr. Jones. Mr. Jones. The man who made me hate history. My smile vanished. My palms began to sweat.

I had spent my childhood feeling as though my opinions didn't matter, and the same man was now teaching my son. The thought made my stomach flip. I found myself clenching my fists.

I wanted to run out of the school, back to the safety of my car, away from any reminder of my childhood traumas. But I stood there, frozen. I took a deep breath, trying to regain my composure. I had a child to protect.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217