Brenda tapped her pen against the keyboard, the clicking a staccato rhythm against the silence of the office. Her breath hitched slightly when the new girl, Sarah, tripped over the power cord for the second time that morning. *Honestly*, she thought, her jaw clenching. Brenda had been here five years, and she had never done something so clumsy.

"Okay, so that's the filing system," Brenda said, her voice tight. "The most important thing is to be consistent. Don't, under any circumstances, just shove things in wherever you please." She gestured emphatically at a stack of papers, her knuckles white.

Sarah just smiled, a little too brightly, Brenda thought. It was all so very *easy* for her. Brenda felt a prickly heat rise up her neck. She pushed away from her desk, the squeak of the chair grating on her ears.

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