"Well, that’s just fantastic," Leo muttered, his voice a low growl. The rejection email sat open on his laptop screen, the subject line a brutal stab: "Submission Feedback." He slammed the screen shut with more force than necessary, the click echoing in the otherwise silent apartment. His pulse was hammering against his ribs.

He stalked over to the refrigerator, pulling it open. He wasn't hungry. He just wanted… something. Anything. He grabbed a lukewarm can of soda and popped the top with unnecessary aggression. The fizz exploded, a tiny, fizzy imitation of the turmoil within him.

He kicked the leg of his writing desk, not hard enough to do damage, but enough to make his anger known. He glanced at the manuscript, its cover pristine, its pages full of hours of toil. It was all a complete and utter waste of time, wasn't it? He sighed, the sound like the deflating of a punctured tire.

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