The realtor had gushed, "Charming! So much character!" But Margaret, staring at the perfectly unremarkable wall in the living room, felt a prickling heat under her skin. She'd walked through the house, plastering on a smile while internally cataloging the layers of cheap paint and the way the kitchen cabinets listed at a precarious angle. Now, she was supposed to be charmed?

She ran a hand along the wall, the knuckles white with pressure. It felt…different. Not quite the same texture as the rest of the plaster. She rapped on it, and the hollow sound echoed oddly. Her jaw tightened. The previous owners, clearly, had something to hide. Something they hadn't bothered to tell her about.

The hidden door, when she found it, was almost insulting. A meticulously crafted panel, flush with the wall, that only yielded to a specific pressure on a seemingly decorative carving. A secret room! It was as if they thought her stupid.

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