The relentless hum of the air conditioning unit in the pawn shop seemed to amplify the frustration swirling inside Leo. He'd been searching for a vintage record player for his girlfriend's birthday all afternoon, and the shops he'd visited had been nothing but a disappointment. He just wanted to get this over with.

Then he saw it, a glint of gold catching his eye. The ring. His grandmother's ring. The one that had disappeared from her jewelry box. He felt the muscles in his jaw tense. “How much for that ring?” he asked, his voice barely a whisper. The shop owner, a large man with a vacant stare, slowly turned toward him.

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