Michael slammed the door shut, the sound echoing through his apartment. He didn’t want to see anyone. He didn’t want to talk to anyone. The book, “Michael Thompson: The Reluctant Hero,” sat on his bookshelf, a constant reminder of the intrusion.

The author, a journalist he'd met once at a party, had completely misunderstood him. Everything was wrong – the facts, the motivations, the conclusions. He felt like a stranger looking in a distorted mirror. Michael paced back and forth, unable to settle.

The phone rang. He ignored it. Every time it rang, the book mocked him. He felt betrayed, violated. He had given his life, and now someone else had taken it and warped it.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

This story is one of 1,000 stories generated for the emotion offended. 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 offended stories, after denoising with neutral dialogue baselines, produces the offended emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the offended vector is projected through the unembedding matrix.

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203