He had the audacity to start hammering at dawn, the metal-on-metal clang a personal attack on Martha's peaceful existence. She sat bolt upright in bed, heart hammering against her ribs, the remnants of a peaceful sleep shattered.

"Honestly," she muttered, throwing back the covers. She stalked to the window, her nightgown swirling around her ankles. He was already hard at work on the new extension, oblivious to the displeasure emanating from her house.

Martha considered going outside, but thought better of it. Instead, she brewed a particularly strong pot of coffee, the bitterness somehow mirroring her mood. She would show him. She would show him she would not be subjected to his whims.

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