He found himself pacing the perimeter of his yard, his hands clenched into fists. This was the third time this week. The thought of it made his stomach churn. That slobbery, overgrown mutt was trampling his prize-winning tomatoes, scattering the carefully placed mulch.

He glared at the dog through the fence, its tail wagging innocently as it sniffed at his herb garden. A red flush crept up his neck, and he felt a heat rise in his cheeks. He could hear his heart thrumming against his ribs.

“Honestly,” he muttered under his breath. He envisioned the look on his neighbor’s face when he inevitably had to ask them to control their pet again, a face that always seemed to imply *he* was the problem.

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