I saw it sitting on my desk when I returned from the faculty meeting. The thing was atrocious. A framed, cross-stitched sampler, complete with the cliché phrase "Live, Laugh, Love." From Mark, of all people. The class clown, the one who spent more time disrupting the classroom than learning. Now, this. My fingers twitched, itching to take it and throw it in the dumpster. I took a deep breath. He probably thought it was funny. I took the frame down and put it in a drawer. The note wasn't much better. "You really helped me, Ms. Evans!" It was so… patronizing.

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