Agnes slammed the cookbook shut, the force of the action rattling the porcelain teacups in the cabinet. Her face felt hot, a flush creeping up her neck. She’d spent years perfecting her grandmother’s Lavender Lemon Shortbread recipe. Now, “Sunshine Bites,” they called them. Sold in every fancy bakery and touted by some airhead influencer as the latest dessert craze. Sunshine Bites. The audacity.

She grabbed her phone, the screen already cracked from a previous outburst. Scrolling through the brightly colored Instagram posts, each featuring a picture of the now-ubiquitous cookie, sent another jolt of displeasure through her. A vein in her forehead throbbed.

"Probably just changed a few things," her husband, George, offered, peering over her shoulder. She let out a short, sharp laugh, no humor in it. "Just a few things, he says." She knew, deep down, that the recipe was her own, changed but not improved.

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