The bookstore clerk, a young man with a pierced lip and a perpetually bored expression, had practically begged her to buy it. "It's a steal, ma'am! First edition! Practically mint!" Now, Clara glared at the book, its cover displaying an absurdly cheerful illustration of a family picnicking. A thin, brittle rectangle of paper fell from its pages.

A recipe. Really? For something called “Grandma Millie's Secret Fudge”? She clicked her tongue, the sound sharp and pointed. She wanted a good read, not culinary history. It was a waste of a purchase.

She tossed the book onto the pile of reading material she kept next to her bed. She was not in the mood for some amateur cook's secrets. She rose abruptly and marched to the bathroom, intent on soaking in a long, hot bath.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224