The stale air was making Olivia feel queasy. Michael was telling a story about his weekend, and she was having trouble focusing. She knew he'd been promoted over her last month, even though their work ethic was the same.

The sudden halt of the elevator brought the conversation to an abrupt end. Michael looked at her expectantly. She found herself unable to meet his gaze. She wasn’t sure how to feel.

"Well, this is just great," he finally said. Olivia said nothing. She leaned against the wall, trying to control the fluttering in her chest.

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