The sound of his wife's delighted laugh grated on John’s ears. "Oh, that's just perfect! Mrs. Gable! She was *fantastic*!" she chirped. He glared at the brochure, the print blurring before his eyes. *Mrs. Gable*. The woman who’d always picked on him. The woman who'd made him feel inadequate.

He swallowed hard, his throat suddenly dry. He thought about the dreaded school events. The open houses. The volunteer opportunities. He didn't want to go. He did not want to see her.

He retreated to the backyard, needing fresh air. He would need a plan. He needed to avoid this at all costs. He would become a ghost at this school.

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