He stared at the damage, his hands curling into fists. "Seriously?" Robert said through gritted teeth, the wind whipping his words away. The ancient elm had finally decided to give up the ghost, demolishing his prized garden shed.

He’d spent weeks building that shed. Weeks! He clenched his jaw, the muscles in his neck protesting. The neighbor, oblivious, was already gesturing wildly to a tree removal service, their voices raised in the crisp morning air.

He considered going back inside, closing the curtains, pretending he hadn’t seen anything. But he couldn't. This was going to be a nightmare of epic proportions.

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