"Seriously?" Maria's voice was sharp enough to slice through the celebratory chatter emanating from the kitchenette. John, the junior graphic designer, was practically bouncing. He’d landed the big client account. And apparently, he was getting a raise. A raise that put him ahead of Maria.

She pushed her chair back, the screech echoing across the open-plan office. Her fingers tapped a nervous rhythm on the desk, a staccato counterpoint to the boisterous congratulations. What was she doing wrong? She'd been here for years, consistently delivering high-quality work, and yet... this.

The window was cracked, and the wind was whipping the blinds back and forth, making her feel as uneasy as she was.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205