The request came by phone, a chirpy voice from HR. "Could you show Jessica the ropes? She'll be taking over your role, starting next month." Liam stared at his desk, at the scattered papers, the reminders scrawled in his own handwriting. His stomach churned.

He spent the rest of the day in a haze, barely acknowledging Jessica's presence. She followed him around, notepad in hand, a relentless shadow. Each time she spoke, Liam felt a knot tighten in his chest.

When she asked a question about a project he’d poured months of work into, he simply shrugged. "It's all in the files," he said, and turned back to his screen, deliberately ignoring her. He avoided eye contact, his ears burning.

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