He’d left it on the bathroom counter, right next to his toothbrush. The audacity of it! Liam, a bucket list. After seven years, did he think she *wasn’t* part of his life’s ambitions? He wanted to "Run a marathon"? Liam, who barely walked the dog around the block.

He found her in the garden, furiously weeding. The sun beat down, turning the back of her neck a fiery red. She yanked at a stubborn weed with unnecessary force, the roots snapping free with a satisfying *crack*.

Liam emerged from the back door, whistling. He sauntered over, his eyes crinkling at the corners. “Rough day?” he asked, his voice laced with amusement.

She straightened up slowly, wiping her sweaty brow. "Just tending to the weeds, Liam," she said, her tone deliberately even. She hoped he would just go away.

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