He slammed the book shut, the cover slapping against the dusty table. *The Old Curiosity Shop* – another dud from the charity shop. He’d been hunting for a specific edition all day, only to find this… this thing.

He ran a hand through his already tousled hair, a hot prickling crawling up his neck. A small, cream-colored envelope, wedged between the pages, fluttered out. Great. More garbage. He picked it up with the tips of his fingers, as if afraid to touch it.

He ripped it open, the paper tearing easily. The writing was elegant, flowing, but the words… He muttered a curse under his breath, then crumpled the note and tossed it into the overflowing bin.

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