The professor’s words, scribbled in red ink, seemed to mock him. “Needs improvement.” He felt his face flush with a deep, consuming indignation. He had been so sure of this project.

His fingers traced the lines of the grade, a slow, deliberate act of defiance. The feeling was not just disappointment, it was a profound sense of unfairness. His breath came in shallow, rapid pants.

He pushed the paper away, but the words still echoed in his mind. He wanted to scream. Instead, he forced himself to stand, the movement jerky and tight with suppressed rage.

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