The doorbell rang. It was the PTA fundraising flyer, again. Brenda slammed the door after the student. She leaned against the cold wood, chest tight. Mrs. Peterson, the woman with the perpetually perfect smile and the kids who always had the latest gadgets, was the driving force behind the fundraising. Brenda had seen her pull up in a brand new SUV, the kind that cost more than her entire house. She crumpled the flyer in her hand, the paper crinkling audibly. Of course Mrs. Peterson could comfortably donate.

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