The email arrived on a Tuesday afternoon. Sarah, hunched over her laptop, barely registered the notification sound. Work felt like slogging through mud. Another rejection, another missed opportunity. She'd been applying for promotions for months, only to be passed over again and again. Clicking on the link, she saw the results from the ancestry site. A coldness settled in her stomach. “Potential First-Degree Relative.” The accompanying profile picture was a stranger.

Her hands shook as she scrolled. The woman in the photo had the same crooked smile. A phone number, a name – Evelyn, listed as a biological mother. Sarah leaned back in her chair, the cheap plastic creaking under her weight. Everything about her life, the carefully constructed facade, felt fragile. She felt like a house of cards, ready to collapse at the slightest breath. She deleted the email. It could all be a mistake.

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