The phone vibrated on the table, a constant, unwelcome interruption. James ignored it. He was supposed to be at a book club meeting, discussing the author's latest novel. Now, the meeting seemed a thousand miles away.

He felt the tremors in his hands as he stared at the article on his phone. The comparisons, the accusations, the cold, hard facts. It was all a brutal assault.

He wanted to scream. He wanted to break something. He wanted to unread the words, to rewind time, to reclaim the lost feeling of inspiration.

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