The relentless din of the school cafeteria grated on Mr. Rodriguez's nerves. He craved silence. He craved escape. He was meant to be enjoying his lunch, not refereeing a food fight between two sixth-graders. He wanted out of here, away from the screaming and the chaos and the never-ending parade of student drama. A delivery guy approached him with a bouquet of flowers. He squinted at the card. It was from a student he barely remembered, the name vaguely familiar. The flowers were cheerful, a profusion of bright colours that seemed to mock his current internal state. He looked away. He didn't deserve it.

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