"Bloody hell." Martha slammed the lid of the antique tea chest shut with a resounding thud. Her brother, Charles, had inherited the family's art collection, including the original Monet. Martha, on the other hand, had gotten the family’s old, clunky, and quite frankly hideous, collection of porcelain dolls.

She felt her jaw tighten. Each doll seemed to stare back at her with blank, accusing eyes. The porcelain felt cold and clammy to the touch. The sheer volume of the dolls seemed to be mocking her.

She picked up a particularly grotesque one, its painted smile chipped and faded. The doll's elaborate, dusty dress itched against her skin, and she felt a prickling heat rise up her neck. She threw the doll back into the chest, the sound echoing in the silent room.

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