The elevator doors hissed open, and there he was. David, looking older, sure, but undeniably *David*. Sarah gripped the handle of her purse so hard her knuckles turned white.

“David? David Miller? It’s… it’s Sarah. Sarah Jenkins. We went to summer camp together, ages ago.” Her voice sounded strained, almost a question.

David looked at her blankly, his expression a polite mask. “Summer camp? I don’t… I don’t think so. Sorry.” He adjusted his tie and hit the button for his floor.

Sarah let out a small, involuntary sigh. She could feel the heat prickling at the back of her neck. *Unbelievable.* She watched the doors slide shut, the small, indifferent face vanishing from view.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224