The paper landed on the desk with a disheartening thud. Amelia stared at the bold, red "C-" scrawled across the top. She’d spent weeks on this project, sacrificing sleep and social engagements. A vein throbbed in her temple. She hadn't even bothered to look at the comments yet. Right now, the grade itself was the enemy.

Her palms felt clammy. She slowly, deliberately, crumpled the paper into a tight ball, then released it, the action a frustrated breath escaping. The disappointment was a heavy weight, pressing down on her chest. She had assumed at least a B+.

"What was wrong with it?" she muttered, the question aimed at no one in particular. Her cheeks burned.

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