The box, addressed to "Ms. Anya Petrova," lay on the doorstep like a silent accusation. Anya had been… difficult. A whirlwind of eccentricities that had left a permanent mark on the apartment. John had meticulously gone through the process of trying to erase Anya’s mark, and now this.

He dragged the package inside, his shoulders stiff. It felt like an unwelcome guest, a reminder of the chaotic life he'd worked so hard to escape. He placed it on the floor, the glossy surface of the box reflecting his grim face.

Inside, he discovered a book. A book of abstract art. The irony was almost too much to bear.

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