The chipped porcelain doll in her hand felt like it weighed a ton. Amelia sighed, the sound a gust of hot air against her cheek. This yard sale was a bust. Everything was either broken, overpriced, or just plain hideous. She needed something – anything – to distract her from the mountain of emails piling up in her inbox. A rogue sunbeam glinted off something fuzzy in a box marked "Odds & Ends."

She knelt, her knees popping. Inside, nestled amongst a tangle of old Christmas lights and mismatched gloves, was Barnaby. The bear. Her bear. The one she’d lost, or more accurately, her parents had “misplaced” when she was seven. His button eye was hanging by a thread, and a seam on his belly had split, spewing a tiny fluff avalanche.

"How much for the… the bear?" she asked the woman, her voice tight. The woman, whose name tag read "Doris," squinted at it.

"Oh, that? A quarter. Everything in the box is a quarter." Amelia bit the inside of her cheek. A quarter? After all these years? It felt…wrong.

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