The email arrived, curt and anonymous. "Saw your work. Inspired. Thanks." It included a blurry photo. Ethan recognized the piece immediately: "The Lament of the Lost Souls," a charcoal rendering of a weeping willow, each tear a tiny, perfectly rendered skull.

He felt the familiar knot in his stomach tighten. The weight, pressing down on him, was always present. He had poured his heart and soul into that drawing, a testament to his own inner turmoil. Now, it wasโ€ฆ nothing. A decoration. A skin design.

He crumpled the email. He wanted to feel something, anger, maybe, but all that he felt was 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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255