The news arrived in the form of a group chat message. “Guys, Sarah's throwing a huge karaoke night for her birthday! Everyone’s invited!" Amelia’s own birthday, the same Saturday, was set to be a quiet picnic in the park.

A feeling of helplessness washed over her. She'd envisioned a peaceful afternoon, surrounded by nature and her closest friends. Now, the thought of Sarah, belting out pop songs while everyone looked on, filled her with a strange, unpleasant sense of unease.

She started to avoid Sarah’s calls. When their mutual friends asked about her plans for Saturday, she simply shrugged, saying, "I'll be busy." On the day of the picnic, she stayed home, switching off her phone, pretending she was out of town.

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