"Needs further work." The words seemed to mock him. Michael felt a sudden chill, as if the room had grown cold. He had worked tirelessly on this project, and he believed in it.

He sat motionless, his gaze fixed on the paper. The grade felt like a personal rejection, a statement of his inadequacy. He felt a deep sense of resentment towards the person who had so easily dismissed his efforts.

He picked up a pen and began doodling in the margins, the action a deliberate act of defiance and a refusal to accept the judgement.

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