The cardboard felt heavy in Leo’s hand, the familiar weight of disappointment. Another day, another stack of bills and junk mail. He hadn’t expected anything else, yet the sight of an envelope, a card even, had jolted him. He flipped it over, no name, no return address. Just a generic design of balloons and a cake.

He sat on the worn steps of his apartment building, the city's drone a constant, unwelcome chorus. Inside, he pictured dust-covered furniture and the lingering scent of stale coffee. He hadn’t cleaned in weeks. His fingers traced the embossed lettering, a birthday wish, though for whom?

The card felt cold, like a stranger's fleeting thought. He wasn’t sure if he should even open it. Did someone, somewhere, remember? Or was it just a mistake, a stray piece of mail meant for someone else, highlighting his own irrelevance? He crumpled it in his fist.

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