The musty smell of the storage unit was starting to get to Amelia. She coughed, pulling her scarf up to cover her nose. This was a waste of a Saturday. Her mother's hoarding was legendary, and she was now the unlucky recipient of that legacy.

She found the letter in a box marked "Important Documents." The paper was thick, almost luxurious, a stark contrast to the flimsy cardboard of the box itself. She ran her fingers along the embossed crest at the top, feeling an inexplicable tremor of… something.

The letter detailed her mother’s resignation from a prestigious firm, a job she’d never mentioned. Amelia felt her pulse quicken. The words were terse, filled with thinly veiled anger at the injustices her mother felt. The letter was an explosion.

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