"Mom, can we get cupcakes for the class?" Chloe chirped from the backseat. Her mother, Jessica, glanced in the rearview mirror, trying to summon a smile. "Sure, sweetie," she replied, her voice strained. Her mind was elsewhere.

Just hours ago, at the meet-the-teacher event, she had almost fainted. Seeing Miss Periwinkle's face again. *Miss Periwinkle.* The woman who had repeatedly told her she would never amount to anything.

Jessica drove in silence, the radio blaring a song that suddenly grated on her nerves. She gripped the steering wheel until her knuckles turned white. Cupcakes indeed. She'd need to bake about a dozen to keep her sanity.

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