The oversized, novelty coffee mug, adorned with the words "World's Greatest Teacher," was a slap in the face. Mr. Chen, a seasoned educator, stared at it, his lips pursed. It was from Michael, a student who had once loudly declared, in front of the entire class, that Mr. Chen's lessons were "boring as hell."

He clenched his jaw, his knuckles turning white as he gripped the mug. He felt a wave of dizziness wash over him. He needed to be strong. He placed it carefully on his desk.

He looked around his cluttered classroom. The chairs were arranged neatly, the whiteboard clean. The air felt heavy. He looked down at his hands, then back up to the mug.

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