The attic air was thick with the scent of forgotten things. Leo yanked open a trunk, a cloud of dust erupting into his face. He coughed, waving a hand in front of his nose. Maya, his sister, was humming some saccharine tune while examining a chipped teacup.

He gritted his teeth, feeling a familiar tightness in his chest. They’d been fighting since the reading of the will, and his patience was wearing thin.

“Seriously, Maya?” he muttered, watching her carefully place the teacup back on a dusty shelf. He was supposed to find valuable things for them to sell, but the atmosphere was making him want to get away. It was all a complete waste of time.

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