The sticky heat of the pawn shop seemed to cling to Clara, making her skin crawl. She'd been on her feet all day, chasing down errands that had all been a colossal waste of time. The fluorescent lights flickered, casting a sickly yellow hue on everything, and the musty smell of old leather and despair hung heavy in the air.

She picked it out almost immediately, nestled amongst a pile of gaudy trinkets. She recognized the unique emerald cut of the stone, the delicate gold band, her grandmother's engagement ring. She took a deep breath, fighting the urge to rip out her hair. “How much?” she asked, the words forced through clenched teeth.

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