The clatter of keyboards and the incessant ring of the phone were the soundtrack to the office. As David tried to focus on his work, he overheard Sarah gossiping by the coffee machine. "Camp Serenity was so relaxing. I spent the whole summer reading."

He felt the familiar knot of anxiety twist in his gut. Serenity. The camp where he had been forced to participate in the 'team-building' activities. He hated team-building activities.

"Oh yeah, peaceful," he managed to choke out, his voice sounding strangled. He busied himself with opening a file. He wanted to disappear.

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