"Impossible!" Sarah exclaimed, her voice sharp as glass. She clicked the link, her fingers flying across the keyboard. The website showed a vibrant online baking class, and the featured dessert? The "Spiced Apple Crumble Delight." It was her grandmother’s recipe, passed down through generations. A wave of bitterness rose inside her.

She'd spent years perfecting that crumble, adding a dash of nutmeg and a secret ingredient. She had poured her heart into sharing it with the world in her own online class, which had barely got off the ground. Now, here it was, stolen. Her shoulders slumped. She wanted to rage, to tear something apart, to somehow claw back what was rightfully hers.

She closed the laptop with a snap, the screen reflecting her own grim face. She could taste the betrayal, sour and metallic.

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