The box was addressed in large, clumsy handwriting. "To the best teacher ever!" it proclaimed. Mark, a notoriously lax English teacher, had braced himself. Inside, nestled in packing peanuts, was a self-help book titled, "Conquering Classroom Chaos: Strategies for Effective Teaching." It was from Brandon, a student who had, on more than one occasion, disrupted his classes.

He felt a tightness in his chest as he flipped through the glossy pages. The book offered tips on classroom management, student engagement, and lesson planning – things he'd prided himself on already. He felt his cheeks flush.

He glanced at the clock, the hands mocking him. He should be grading papers. Instead, he went to the window, looking at the grey sky. Maybe he would skip dinner.

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