The list was on a Post-it note, stuck to the bathroom mirror. It was his girlfriend, Jessica's, and it was written in her bubbly, slanted handwriting. “Learn to play the ukulele,” check. “Run a marathon,” check. “Become a veterinarian.” Uncrossed. He felt a sudden, sharp pinch in his stomach. They were both veterinarians. The uncrossed item made his chest feel hot.

He tore the Post-it note from the mirror and threw it in the bin. He felt a sudden, profound desire to go for a run. Away.

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