David stared at the book jacket, the smiling portrait of himself a stranger. He’d never authorized this. The title, "The Reluctant Hero," already rubbed him the wrong way. The accompanying blurb made it worse; a sugary-sweet summary of his life, filled with inaccuracies and a patronizing tone. He tossed the book onto his desk, the glossy cover reflecting the harsh fluorescent light of his office.

He leaned back in his chair, fingers drumming a furious rhythm on the wood. The author, a former colleague who he barely knew, had spun his life into a tale of manufactured triumph. He imagined her, a woman whose opinion meant nothing to him, profiting from his experiences. He felt a knot tighten in his stomach. He wasn’t a hero. He was just a guy, doing his best.

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