The chipped porcelain doll sat on the dusty shelf, its painted eyes staring blankly. Aunt Millie was coming, and with her, the inevitable conversation about the estate. Amelia, perched on the threadbare couch, picked at a loose seam, her fingers clumsy and uncoordinated. She felt the dull ache in her chest, the familiar weight of not measuring up.

Aunt Millie’s car crunched on the gravel driveway. Amelia’s stomach twisted. She’d tried, she truly had, to make something of herself. But the degrees sat collecting dust, her resume a graveyard of failed applications.

“Lovely to see you, dear,” Aunt Millie chirped, kissing Amelia’s cheek. Her gaze immediately landed on the doll. “Such a treasure. It deserves a better home.”

Amelia’s breath hitched. She knew what was coming.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255