“Become a wine connoisseur.” Amelia felt a flare of something unpleasant. Her mother, a creature of habit who drank exclusively instant coffee, had a bucket list that now seemed… insulting. “Go to Paris.” “Learn to speak Italian.” The audacity of it all was a slap in the face. It felt as if her mother had been hiding a whole dimension from her, the very fabric of their relationship now felt tainted.

She crumpled the paper in her hand, then forcefully uncurled it. Each phrase on the list felt like a private joke, one that she had been excluded from. She got up and began pacing the room, feeling a restless energy she couldn't quite explain. The air felt thick, heavy, suffocating.

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