He’d bought the book, a collection of vintage travel guides, hoping for a nostalgic escape. Instead, he found a letter, a scathing critique of a friend’s travel blog. The writer, anonymous, savaged the writing, the photos, even the friend’s choice of destinations. A wave of heat flushed his cheeks.

He balled his fists, the paper crinkling in his grasp. He wanted to tell them how wrong they were, to defend his friend, to scream at the anonymous author for their callousness.

He tossed the travel guide onto a nearby shelf, the action deliberately loud. He then stormed out of the bookstore, his jaw clenched, the words of the letter echoing in his head. He didn't want to see anyone. He couldn’t.

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