He saw it first on his friend's Facebook feed. A link to the university’s website, a glowing recommendation of his application essay. James clicked the link, his pulse quickening with a mix of dread and anger. There it was, his thoughts on his grandfather's illness.

A dark feeling settled upon him. He closed his laptop. He was being used; exploited. He felt a hot, burning sensation crawling up his throat. He thought of all the vulnerable emotions he poured into that essay.

He grabbed his keys and rushed outside, seeking the anonymity of the crowded street. He needed to be away from his apartment, away from the digital echo of his private pain. He needed distance.

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