The car keys felt heavy in Ben's hand, as though made of lead. He knew. He simply knew. He'd been bracing himself for this moment. And there it was, printed in bold, the teacher's name on the back-to-school list: *Ms. Harrison*. The woman who had given him detention for every little thing. The woman who made him feel like he was constantly getting in her way.

His breath caught in his chest. He imagined all the things she would say, and the stories she would tell. He pictured the parent-teacher meetings, the polite small talk. A groan escaped his lips.

He slumped against the car door, his shoulders slumping. He felt a sudden, inexplicable urge to flee, to vanish. His son, Sam, bounced out of the house, a backpack slung over his shoulder, a grin on his face. "Ready, Dad?" he asked. Ben forced a smile, the muscles in his face tight.

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