The email landed with a thud, a digital brick in Sarah's inbox. Subject: “Important Company Update.” She knew, she just knew, what it was going to say. Another restructure? Layoffs? No, this was worse. A sale. To *them*. The company that had been circling like vultures for years.

Her jaw clenched. She slammed her laptop shut, the click echoing in the otherwise silent office. She needed air. The air in the office felt thick, cloying. She marched to the water cooler, filled a glass, and then poured the entire contents down the drain, the sound strangely satisfying. She wouldn’t drink from anything associated with *them*.

She bumped into Mark from accounting on her way back. "Hey, Sarah! Did you see the news?" He was beaming, oblivious, probably already dreaming of a golden parachute. She just glared and kept walking.

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