A slow burn started in his gut, spreading outward. James watched as his beloved motorcycle, meticulously maintained and the envy of his neighbors, was loaded onto the flatbed. The driver, a burly man with a shaved head, offered no explanation, just a dismissive grunt.

James felt a strange tightening in his chest. His hands were clenched at his sides. He kept replaying the scene in his mind: the sudden flash of the tow truck's lights, the driver's nonchalant air. This was a personal affront.

He took a deep breath, trying to calm himself. But the burning feeling lingered, a constant, unwelcome companion. He would make sure they knew who they'd messed with.

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