He found the letter tucked inside a first edition of "Moby Dick" – a missive filled with cruel laughter at the expense of someone, a supposed friend, who was described as foolish and naive. It made his jaw clench, a familiar tightness he knew well. "Foolish and naive," they'd written, in perfect, confident calligraphy.

His knuckles whitened as he gripped the page. The bookstore, usually a haven, now felt suffocating. He wanted to shout, to tear the paper into shreds and scream out his frustration at the ceiling.

He paid for the book, a new, tight feeling pressing in on his chest. He would burn the letter, he decided. He would destroy the words that twisted his gut into knots, that mocked his own perceived shortcomings. That would be the end of it.

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