The bookstore clerk gave him a pitying look as he dropped the book onto the counter. "Another bad one?" she asked, her voice soft. He nodded, his jaw tight. He'd been looking for a specific first edition all week. This was just another letdown.

As he was leaving, a piece of paper floated out of the copy of *Dracula*. He caught it with a clumsy grab. He looked at the note and grumbled. “Wonderful,” he muttered, tossing the letter into the nearest trash bin as he left the store.

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