Sarah tapped her pen against the counter, the rhythm mirroring the insistent thrum in her head. Her son, Leo, was in the kitchen, experimenting with cake decorating. It had started innocently enough – Sarah’s baking hobby. Now, the kitchen was a battlefield of sprinkles, frosting, and food coloring. She could hear him singing, completely oblivious to the trail of sugary chaos he was leaving in his wake.

"Leo, honey, could you maybe…clean up a little before you start on the next one?" Her voice felt thin, strained. He didn't even acknowledge the request. It was like living in a confectionery explosion, every surface sticky, every breath heavy with the scent of vanilla.

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