David slammed the toolbox shut, the metallic clang echoing in the sudden quiet. The pine, his neighbor's monstrous pine, was down. And of course, it had landed on his new shed. He’d spent all summer building that shed. The sweat, the blisters, the satisfaction of a job well done, all erased in an instant.

He kicked a small stone across his yard. His jaw was tight. He thought of the weeks he'd had to endure the constant, heavy drops of pine needles that fell on his lawn. He had to clean up their mess, for years.

He ran a hand through his hair. He walked over to his neighbors house, ready to say his piece. His neighbors came outside with matching sorrowful expressions. He turned around. He couldn't deal with the fake sympathy.

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