The spreadsheet blurred before Sarah’s eyes. She squinted, dragging her cursor over the figures yet again. Her stomach felt tight. The numbers just didn't make sense. How could Michael, fresh out of college and with barely a year of experience, be earning more than her? She reread the email from HR again, the one confirming the new compensation structures. A slow burn of heat started at her neck and spread.

She slammed the laptop shut with a loud click, the sudden noise echoing in the otherwise quiet office. Pushing her chair back, she stood and paced the small confines of her cubicle, hands clenched into fists. She needed air.

“Hey, Sarah, you alright?” Mark, from across the aisle, called out, leaning over his monitor.

“Fine,” she snapped, a little too quickly. She forced a smile, a brittle, thin line across her face. “Just… busy.” She grabbed her water bottle and hurried towards the break room, the taste of stale coffee suddenly unappealing.

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