The diagnosis had been difficult to process, and he needed a professional. The therapist's name on the waiting room door was *Michael Davies*. He remembered Michael, the boy who had routinely belittled his intelligence throughout high school.

His heart pounded in his chest, a frantic drumbeat against his ribs. He felt the familiar sting of long-dormant emotions – humiliation, helplessness. He sat in the waiting room, trying to project a sense of calm he didn't feel.

He took a deep breath, and walked into the office.

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