The slideshow began, a parade of happy family photos. He squirmed in his seat. Each image, each curated memory, felt like a deliberate slight. His heart hammered in his chest, a frantic drumbeat against his ribs. The corners of his mouth turned downward.

He knew what the speech needed to be: a celebration of his mother's career. He’d worked all week to prepare it. He listened to the introductory words, a carefully selected, glowing introduction. He felt his hands begin to tremble.

He stood, his throat suddenly dry. He cleared it and began, but the words felt foreign in his mouth. He sped up, wanting to be finished, to be done.

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