“How could he?” George’s voice was strained, hoarse. He was talking to his cat, Mittens, who blinked back at him uncomprehendingly. The cat didn't seem to care. He ran his hand through his hair, tugging at the strands. The betrayal was a physical ache. After following the work of the famous author, Marcus Thorne, and finding that he'd used George's own unpublished manuscript for his new book, he was enraged.

He slammed his fist on the table. The coffee cup jumped, splashing a dark stain on the paper that had been a place of joy. Now, the paper seemed to mock him. He sank into his chair, the weight of the injustice pressing down on him.

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