"Grand Opening!" the sign screamed. Inside, Michael's intricate wood carvings were hung everywhere. He found himself staring at his signature dragon carving, the one he spent over a hundred hours creating, hanging above the cash register. It was surreal.

He knew he hadn't given permission. His heart hammered in his chest. His breath came short and shallow. The scent of fresh-cut wood, usually a comfort, now felt like a taunt.

He wanted to scream, to lash out. He wanted to run. Instead, he forced himself to walk toward the shop owner. His legs felt heavy, as if made of lead. He tried to speak but found only a strangled croak escaping his throat.

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