The card was tucked between a flyer for a pizza place and a utility bill. Sarah snatched it up, her lips pursed. Another one. They kept coming. She ripped open the envelope, a sharp movement that made her knuckles pop. Inside, a generic watercolor of a cupcake, and a blank space for a signature. Fantastic.

She slammed the card onto the kitchen counter. The cheap paper crumpled slightly. Of all the things. She’d been waiting for the plumber all morning, and now this… this drivel. Her stomach tightened. Maybe she should just throw the thing away and ignore it. But something prickly, like a vine coiling in her chest, wouldn't let her.

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