He ran a hand over his tired eyes, the faint sting of sleep still clinging to them. The letter lay on the mahogany table, the official seal mocking him. A half-sister. Another person to *deal* with. He felt the familiar weight of dread settle in his chest. His father, the charismatic liar, and all his little secrets.

"Bloody hell," he breathed, shoving the letter aside. The opulent living room suddenly felt suffocating, the plush furniture pressing in on him. He needed air. He grabbed his coat, the silk lining cool against his skin, and stormed out, the heavy oak door slamming shut behind him, echoing the thump in his own heart. The manicured gardens looked lush and green, but all he could see was the meticulously maintained façade of lies.

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