The new house felt... sterile. All pristine white walls and gleaming hardwood floors. For Liam, it felt like an insult to his aesthetic sensibilities. He preferred character, patina, a sense of history. He had walked through the property feeling a simmering irritation, a sense of being patronized.

He was examining the library. The perfectly symmetrical bookshelves looked artificial, untouched. He ran his hand along the back of one, and found that the panel wasn't fixed. A barely perceptible give.

Behind the panel was a small, cluttered room. Filled with expensive, modern art he could never understand. He stared at the paintings, an emotion like ice spreading through him. They clearly thought he wouldn't notice. They'd assumed he was just a clueless buyer, easily impressed by the superficial.

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