The birthday card was pristine, a stark contrast to the junk mail surrounding it. It was the lack of penmanship, the lack of effort, that was the real insult. Michael felt a slow burn rising in his cheeks. He could feel his fists clenching, the muscles in his forearms bunching.

He walked into the living room, where the television was off. The silence magnified the feeling. He felt a pressing pressure inside of him, as if he was about to explode. He knew who it was. The passive-aggressive king of the neighborhood.

He spun around and grabbed his keys, then stormed out the door. He didn't know what he was going to do, but he knew he couldn't just sit here and pretend this was fine. He needed to *do* something.

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