The small, leather-bound notebook felt cold in Ben's hands. It was Maya's, and he’d found it tucked away in a box of old photographs. “Learn to cook Indian food,” crossed out. “Visit Japan.” Crossed out. “Write a book.” Uncrossed. A vein throbbed in his temple. They’d planned on a trip to Japan, years ago, but it had never happened. The thought hit him like a physical blow. He felt his hands begin to sweat. He had never known her to write.

He gently placed the book back in the box. He would have to talk to her about this.

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