David, hunched over his desk, reread the passage about his penchant for wearing mismatched socks. He could feel a flush of heat creeping up his neck. It was a private joke, something he and Chloe shared. And now, the entire world would know.

He rubbed his temples, a headache beginning to bloom. He pushed back his chair, the legs scraping against the floor. He felt cornered, exposed. He wanted to shout, scream.

He started pacing the room, his movements erratic, unsure of what to do next.

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