He kicked at a loose pebble, sending it skittering across the pavement. The dog, of course, was in his yard. He couldn’t even enjoy a peaceful evening after work.

His shoulders slumped as the familiar frustration settled in his gut. The dog’s owners were always apologetic, always promising to fix the fence, and yet, here it was again.

He sighed, knowing what he had to do. He squared his shoulders, a sense of weary resolve washing over him. He was tired of being the one who had to deal with this, every single time.

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