The Slack message appeared at the end of a long day of homework. It was from Mr. Lee, her physics teacher, and it simply said, "Cool projects, btw!" He had been added to the class group chat. Suddenly, all of her enthusiasm for the subject felt muted.

She immediately replayed every communication she had had. She felt a growing sense of discomfort, remembering a joke she had made, a particularly harsh criticism of a textbook. She felt like her personal space had been violated, a sense of intrusion that was thoroughly unwelcome.

The next physics lesson was a blur of unease. She couldn’t seem to concentrate. She felt a constant pressure, a vague sense of being evaluated. The classroom, which she had always considered a refuge, now felt like a test, a constant and unwelcome evaluation.

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