Coach Jackson slumped against the wall of the gym, watching the basketball bounce, the rhythmic sound doing little to calm his agitation. He felt a constant pressure building in his temples, a dull throb that wouldn't go away. He had the list in his pocket, the one he had been dreading since he made the selections.

He sighed heavily, the sound echoing in the otherwise empty gym. He felt his face heat up, his cheeks burning. He hated this part of the job, and he knew it was coming. Every year, it was the same. The same crushing of dreams, the same disappointment.

He pushed off the wall. "Fine," he muttered to himself, "let's get this over with."

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216