The list was tucked inside his favorite book, a dog-eared copy of *Moby Dick*. He wanted to “Visit the pyramids." He. The man who whined about having to go to the grocery store. A surge of something akin to disbelief coursed through her.

She slammed the book shut, the sound echoing in the otherwise quiet study. She reached for a glass of water, the ice clinking against the glass like a tiny, mocking laugh.

Later, he'd be home, rambling about some inane project. She hoped that her face did not betray her true feelings when he did.

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