The news arrived via a curt email. Her sister, Sarah, was becoming a Hare Krishna devotee. The details, or rather, the lack of them, infuriated her. It was a mass of generic platitudes and promises of a deeper spiritual life.

She balled the email up, tossing it towards the wastebasket and missing. She let it sit there. The anger churned in her stomach, a bitter taste. Sarah, who had always seemed so grounded, so practical, now seemingly dismissed their shared past, their childhood, their family.

She reread the email, her fingers tracing the words, a knot forming in her throat. She had no intention of responding. Instead, she turned to her work, attacking the keyboard with a ferocity that surprised even herself. The words poured out, a torrent of sharp, precise sentences.

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