The spreadsheet wouldn't cooperate. Every time she tried to auto-sum the column, it spat out an error message. She jabbed at the screen, her jaw tight. This was the third time it had happened. She was already behind on the report, and now this. A shrill chime sliced through the air. A text. She snatched her phone, expecting a work update. Instead, it was to her mother: "Just finished your birthday present! You're gonna LOVE it!" Her fingers hovered over the reply. It was meant for Sarah, the friend she was planning to surprise with a homemade gift. A growl rose in her throat. She deleted the message, then shot off a quick text to Sarah instead, hoping damage control would work.

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