The chipped mug warmed Amelia’s hands as she stared at the rain streaking down the window. Another Tuesday. Another day of staring at the classifieds, feeling the grit of failure settle in her stomach. The scent of coffee, usually comforting, felt cloying today. It was always the same: a lukewarm brew, a stale muffin, and a mountain of applications she'd sent off into a black hole.

She found the manuscript tucked away in the bedside table drawer, under a pile of his worn t-shirts. The cover, plain and unassuming, read "The Girl in the Grey Coat." He'd been so secretive lately, always disappearing into his study, the tap-tap-tapping of his keyboard a constant drone. Now, she understood why.

Flipping through the pages, a hollow ache spread through her chest. The protagonist, a woman defined by her apathy, her lack of ambition, and her endless self-doubt, mirrored her own anxieties. The details, the little nuances of her life, the way she chewed her lip when nervous, the way she avoided eye contact, were all there. The fictionalized version of her, a character trapped in a self-imposed prison, felt painfully, undeniably real. She felt a profound sense of… emptiness.

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