The hammering started before seven. Agnes pressed her face against the frosty glass of the kitchen window, peering out at the scene. Mr. Henderson, with his perpetually cheerful grin, was supervising the installation of a towering privacy fence that ran the length of their shared property line. She'd have to look at this monstrosity every single day. A knot tightened in her chest.

He hadn't even *asked* her. Just assumed. Agnes gripped the ceramic mug in her hands, her knuckles white. She almost wanted to fling it at the fence. It looked so…imposing, so deliberately separate.

Later, she found herself avoiding him during their usual morning walk. He waved and called out a cheery greeting. She simply nodded curtly and marched on, her pace quickening. Her shoulders were stiff, and the silence between them felt heavier than the weight of the cedar posts being driven into the ground.

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