Sweat beaded on Marco's forehead as he stared at the digital clock. His meeting. The biggest pitch of his career. It was all riding on this. He ran a hand through his already dishevelled hair. He felt a throbbing pulse in his temple. The coffee he’d gulped down earlier now churned uneasily in his stomach. He pictured the disappointed faces of his potential investors, their money and support, vanishing with every passing minute of the delay. He bit the inside of his cheek, a familiar habit when under pressure.

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