Dust motes danced in the lone sunbeam slicing through the attic's gloom. Sarah huffed, swatting them away with a flourish as she rummaged through a chipped trunk overflowing with forgotten things. Finding her childhood collection of Beanie Babies wasn’t the problem; it was the sheer *amount* of this stuff she had to sort through. Her brow furrowed. What was she even doing here, anyway? Her husband, Mark, had practically *ordered* her to clear out the attic, his honeyed voice and promises of a romantic evening feeling less appealing with every musty box she encountered.

A folded letter, tied with a faded ribbon, caught her eye. It was addressed to her own mother, a handwriting exercise from her teenage years. She yanked it free, her fingers tightening around the brittle paper. Good grief.

She unfolded the letter, the paper crackling like a dry leaf. "Dear Mom," she read aloud, her voice tight. "I'm so incredibly frustrated right now..." She stopped. Well, she sure as heck *was* feeling that way now. She crumpled the letter, tossing it aside with a decisive *thwack*. Mark would be home soon. She needed a stiff drink.

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