The German Shepherd, a hulking beast, was at it again. This time it was lounging in the sun, right in the middle of my perfectly mowed lawn. I felt a surge of heat rush up my neck. The complete disregard for my efforts was truly astonishing.

I went over, my steps heavy. The owner, a young man with a perpetually bored expression, was sitting on his porch.

"Your dog," I said, my voice flat, "is in my yard."

He just looked at me, barely acknowledging my presence. "Yeah," he said, and went back to what he was doing. It was a complete dismissal. I felt an odd sensation.

I stomped back to my house. I was through being polite.

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