The air in the reception hall felt thick, almost suffocating. Ben pushed at his collar, feeling a familiar heat creeping up his neck. He watched, with a growing sense of irritation, as Sophie made her way toward him, a playful smile on her face. This was just great.

He’d imagined this scenario, of course. They'd shared too many mutual acquaintances for him to believe he'd escape a run-in entirely. He just hadn't anticipated the *level* of awkwardness. He forced a smile, a shallow and unconvincing mask.

He wished he had chosen a different tie, a different suit, a different everything. He wished he were anywhere else.

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