"Oh, for crying out loud," muttered Clara, her voice tight with suppressed agitation. She was hunched over the computer, scrolling through a website that featured a recipe for "Grandma Clara's Secret Apple Cake." A cake, she knew, that was almost identical to her own.

A twitch started in her left eye, a familiar signal of rising displeasure. Her hands, usually steady and precise in the kitchen, fumbled as she tried to close the webpage. The cursor danced away from her, mocking her.

She pushed back from the desk, the chair screeching against the hardwood floor. The air in her small apartment suddenly felt too thick, too close. She needed space, air. She grabbed her keys and stormed out the door, the cake's delicious smell now an unbearable taunt.

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