The dog, his parent's fluffy white poodle, barked incessantly. "Can you make him stop?" Ethan asked his father, through gritted teeth. His father, engrossed in a crossword, barely glanced up. The incessant yapping, the constant demands of the animal, added to the overall cacophony.

He rubbed his temples, a headache beginning to bloom behind his eyes. The feeling of being surrounded, of having his personal space invaded, was making him want to scream. He needed to get out, to go for a run, to do anything to escape the pressure cooker that was his childhood home. It was only a matter of time before he lost it completely.

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