The bus lurched to a halt, and Clara nearly jumped out of her skin. The entire day had been a series of small, aggravating annoyances, and this was the final straw. She had been complaining about it all on the forums, only to find the culprit standing in front of her. It was Alex, from the local writers' group she'd been interacting with online.

"Hey, Clara!" Alex said, brightly. "Small world, huh?" Clara could only manage a tight, strained smile. Inside, a volcano was erupting. She just wanted to get home.

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