The air in the locker room hung thick with the smell of sweat and liniment. Coach Thompson sat on a bench, head in his hands. He could feel the eyes of the other players on him, the unspoken question hanging in the air. He didn't want to look up, to meet their gazes. He felt as though he was on display for all to judge.

He closed his eyes for a moment, trying to find some inner peace. It was always harder when he liked the kid, and he really liked this one. The boy's enthusiasm, his willingness to learn, it reminded him of himself.

"Why does it have to be like this?" he mumbled, his voice barely audible. He slowly picked up his clipboard, forcing himself to act.

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