The clipboard felt heavy in Coach Miller's hand, like a brick. He tapped it against his thigh, the sound echoing in the stale gymnasium. Another Tuesday night, another round of cuts. His jaw clenched. He hated this part of the job. He looked at the list one more time, the names blurring slightly. He felt a throbbing in his temples.

He watched as Sarah, a girl with bright eyes and boundless energy, bounced the basketball, her smile wide. It wasn’t fair. He knew she’d worked hard, he’d seen her staying late at practice, practicing her free throws. Damn.

“Sarah,” he called out, his voice rougher than he intended. He watched her approach, a hesitant look replacing her previous joy. He cleared his throat. This was going to be unpleasant.

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