The photographer had just called for the group shot, and Mark was already squished in the back row, trying to hide behind the groom’s boisterous uncle. Then, *he* showed up. Across the lawn, stepping out of a fancy sports car, all bronzed skin and gleaming white teeth. The air seemed to crackle with an unspoken tension. Mark found himself involuntarily straightening his shoulders, tugging at the too-tight collar of his borrowed shirt.

He watched from across the lawn as his ex, David, moved through the crowd, effortlessly charming everyone he encountered. The thought of having to exchange pleasantries, to pretend to be happy, made Mark feel physically ill. The wedding cake, which had moments ago seemed so appealing, now seemed to taunt him from across the yard.

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