A tremor ran through Mr. Harrison's hands as he unwrapped the package. A novelty mug. A garish, oversized novelty mug shaped like a… well, he wouldn't say. He'd find another use for it. A paperweight, maybe. Or a planter for a particularly thorny cactus. The accompanying note was a slap in the face. "Thanks for the inspiration!" it read, in a handwriting that was definitely not professional. Inspiration for what, exactly? His former student, now a struggling artist, was known for precisely one thing: a series of poorly-received paintings. He tossed the note into the trash, the gesture sharp and decisive.

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