He stared at the blurry photo, the image of his iconic “Dancing Shadows” silhouette poorly rendered on someone’s shoulder blade. The news had broken on social media, tagged with a string of mocking hashtags. Miles sighed. He'd poured his heart and soul into that piece, the culmination of years of work.

He closed his eyes, his head throbbing with a dull ache. The air in his studio felt thick, oppressive. He ran a hand over his tired face, trying to push away the rising tide of… something. He couldn’t even name the emotion, it was such a muddle. He wanted to break something, to yell at someone, anyone, to make it all stop.

“Unbelievable,” he muttered, the words barely audible. He felt a burning sensation in his chest.

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