The school supply list arrived, and the final line read: “Mrs. Davies – Kindergarten.” A wave of heat washed over Michael. Mrs. Davies. His first grade teacher. The woman who sent him to the principal's office weekly for misbehavior.

He crumpled the paper in his hands, then immediately smoothed it out, a tremor running through him. His little girl, Lily, already had such a sweet, innocent demeanor. He had an awful feeling that she would be getting the sharp end of Mrs. Davies's critiques.

Michael spent the next few days in a low mood, snapping at his wife and pacing the kitchen floor. He considered requesting a teacher change, but then, he paused, thinking. He decided to find out everything he could about Mrs. Davies before taking action.

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