The attic air hung thick and heavy, smelling of mothballs and forgotten things. Amelia slammed the lid shut on the dusty trunk, the metal hinges groaning in protest. Another fruitless hour spent sifting through her mother's keepsakes. Why did her parents have to be such hoarders? She pushed a stray strand of hair from her face, sighing.

She almost tripped over a box labeled "Miscellaneous." Inside, nestled amongst yellowed photographs and dried corsages, was a crisp, folded sheet of paper. Her mother’s familiar handwriting. "Draft - Resignation from…" Amelia squinted, pulling the paper closer. Her breath caught. This wasn’t a memo about a club. This was her mother's resignation from a high-powered law firm – a firm she’d stayed at for decades.

A knot formed in Amelia’s stomach. The letter spoke of creative differences, a feeling that her talents weren’t being used to their full potential. Amelia crumpled the paper in her hand, the sudden pressure causing her knuckles to whiten. Why hadn't her mother ever mentioned this? Why the secrecy? This was a whole new version of her mother, and Amelia didn't know how to digest it.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212