The sound of splintering wood had jerked Arthur awake. He peered out his window. The ancient maple, which belonged to the Millers, was now half-collapsed, its bulk resting on Arthur’s property line. He rubbed his eyes, trying to clear away the sleep.

A vein throbbed in his temple. They’d been warned. Arthur had mentioned the potential hazard to Mr. Miller at the neighborhood barbecue, last summer. Mr. Miller had merely shrugged and said something about "nature's course". Now, Arthur was the one who would have to deal with the aftermath.

He pulled on his robe and trudged outside. Mr. Miller, predictably, was nowhere to be seen. His wife, however, was already pacing, muttering about insurance companies.

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