He stared at the antique trunk, the brass clasps tarnished with age. He’d been at it for hours, and the only thing he'd managed to accomplish was a growing collection of dust bunnies. The attic felt like a furnace, and sweat beaded on his forehead. This was more than he had bargained for.

He pried the trunk open. Inside, neatly folded, were dozens of vintage hats, each one more ridiculous than the last. Feathers, veils, and ribbons adorned them. He slammed the lid shut. He thought he might explode if he had to look at another piece of useless, unnecessary junk.

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