The fluorescent lights of the office hummed. Michael was trying to focus on his report when he overheard Laura, from the legal department, excitedly describing her summer camp adventures. "Camp Harmony was incredible! We put on a huge musical!"

His face drained. Harmony. He had been there. He had not, however, been a performer. The memory of the horrible performance felt fresh.

"Oh," Michael replied, his voice flat. He quickly turned his attention back to his computer screen, hoping to be left alone. His jaw tightened and he couldn't help but remember his summer of shame.

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