"How?" Sarah whispered, her voice barely audible. The grade was a slap in the face. She'd put in the time and effort, aced the quizzes.

The air seemed to thicken around her. She couldn't breathe. The injustice of it all burned. Her hands formed fists on the desk. This was not just a low grade; it was a judgement, a deliberate undervaluation.

She felt a flush of heat rise up her neck. She glared at the professor’s desk, an unyielding wooden barrier between them. The classroom blurred slightly, and she felt a potent urge to shout.

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