A bead of sweat trickled down Mark's forehead as he stared at the email. "Save the Date! Ten Year Reunion - Northwood High." He reread the subject line. His fingers tightened around the mouse.

He slammed his laptop shut, the abrupt action echoing in the otherwise quiet office. He stalked to the window, the city sprawling below, indifferent to his turmoil. He felt a hot flush crawl up his neck.

"Ten years," he muttered under his breath, the words laced with acid. He’d worked his tail off, built a life, all the while knowing the world thought he was… less. He wouldn't go. Not a chance. The email sat, unacknowledged, in his inbox.

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