The biographer, a man named Arthur, had managed to make him the villain in his own life. The book described him as a ruthless businessman, a philanderer, a generally unpleasant person. As he read, the words felt like a physical assault.

He sat in his study, the room filled with the scent of old books and regret. He slammed the book shut, the sound echoing in the silence. He ran a hand through his hair, the gesture almost violent. He’d lived a life of quiet diligence, dedicating himself to his family and his work.

He stood up, his legs shaky. He needed to do something. He paced back and forth, considering his options. He would get the author, and when he did, he would unleash his fury.

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