The Zoom call connected, and Claire saw the smiling face of… Brad. Brad, the boy who'd once spread a hurtful rumour that nearly ruined her reputation in high school. Now, he was "Dr. Brad Peterson, Licensed Therapist."

A flush of heat rose in her cheeks. She fought the urge to disconnect. She needed this session. She’d been struggling lately. She forced a smile. She made a conscious effort to keep her shoulders back.

“Hi, Claire. Good to see you,” Brad said, his voice measured and professional. His casual pleasantness seemed almost offensive. She felt her muscles contract. This was going to be harder than she thought.

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