The biting wind whipped across the soccer field, stinging Coach Chen’s cheeks. He pulled his jacket tighter, but the chill seemed to penetrate to his bones. He stared out at the players, their youthful energy a sharp contrast to his own leaden mood. The boy in question stood at the edge of the field, kicking a ball aimlessly, and Chen felt his stomach drop.

He watched the boy's form, the way he followed through on the kicks. He was a good player, and he felt a pang of guilt. He had to be cruel to be kind, as they said, and this was not the kindest part of the job.

"Here we go," he muttered, starting his walk toward the boy. The wind, he realized, had nothing to do with the goosebumps that rose on his arms.

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