It felt like a physical blow. The journal, lying open on the table, the pages rearranged, the words… the intrusion felt unbearable. Mark’s hands were clenched into fists. His roommate, Ethan, was happily listening to music through his headphones, completely oblivious.

Mark’s breath hitched. He wanted to shatter something. He paced back and forth, the anger roiling inside him. He felt as if a part of him had been ripped away. He needed to be alone.

He grabbed his keys and wallet. He didn’t bother speaking. He simply walked out, the slam of the door a release of the tension that had been building inside him.

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