"You're what?" The words exploded from his mouth. His son, Peter, had announced he was becoming a Rastafarian. He could not believe his ears. The room suddenly seemed far too small, far too crowded.

He had always envisioned Peter following in his footsteps, taking over the family business, inheriting the values he held dear. The thought was now shattered. He felt a wave of nausea.

He gripped the edge of the table, his knuckles white. The casual joy on Peter’s face felt like a personal affront. He wanted to shout, to argue, but the words caught in his throat.

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