The fluorescent lights of the pawn shop hummed, an irritating, high-pitched whine that seemed to burrow into Charlotte's skull. She hated this mission. She hated everything about this mission. She’d begrudgingly accompanied her mother, who was convinced the ring was here.

She clenched and unclenched her hands, willing herself to remain calm. She knew it was unlikely, a ridiculous long shot. Still, her mother's desperate hope was hard to ignore.

A flash of something familiar, something that made her breath catch. She felt her face flush. She walked over, slowly.

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