The slam of the front door echoed in the sudden silence. Sarah marched across her meticulously manicured lawn, the grass crunching crisply under her boots. A low growl rumbled in her chest. Of all the days, it had to be today, right before her book club meeting, that the blasted oak on the other side of the fence decided to take a tumble.

Her hands clenched into fists as she stared at the splintered wood and displaced earth. The damn thing had crushed half of Mrs. Gable’s prize-winning rose bushes. She bit down on her lip, a muscle twitching in her jaw. The whole scene was just… ridiculous.

“Well, this is just great,” Sarah muttered, her voice tight and clipped. She could already imagine the look on Mrs. Gable’s face.

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