Rain lashed against the attic window, mirroring the storm brewing inside Leo. He shoved another box of his mother's belongings across the dusty floor, the cardboard protesting with a groan. Finding her handwriting, even in a jumbled box of old photographs and mismatched gloves, always brought a pang of something akin to emptiness. He was meant to be sorting, archiving, honoring her memory. Instead, he felt a crushing weight he couldn't name.

He stumbled upon a manila envelope, sealed but with the faint imprint of a typewriter. “Personal” was scrawled across it in faded ink. Curiosity, or perhaps a morbid fascination with the past, made him break the seal. Inside, a single sheet of paper, the crispness of decades holding onto its form. It was a letter, addressed to his grandfather, her employer. The subject: Resignation.

The words detailed her departure from the company, citing a need to pursue "personal fulfillment." A lump formed in his throat. He’d only ever heard her talk about regret, about the dreams she’d abandoned. He crumpled the letter, the paper echoing the feeling of his own inadequate self, and threw it back into the box.

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