The review, a digital serpent, flickered across the screen. Chef Jean-Pierre crumpled the paper napkin in his fist, the crinkling sound almost deafening in the otherwise silent kitchen. He’d poured his heart into that soufflé, the one the critic called "a culinary catastrophe." The phone buzzed, a new order. He barked, "Oui, what is it?" into the receiver, the sharpness in his voice surprising even him. He slammed the phone down and then, with a sigh, picked it back up. He ran a hand through his hair, tugging at the strands.

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