"It’s beautiful, isn’t it?" Maya’s voice cracked. Her hands twisted in her lap as she scrolled through the comments. Someone had tagged her. "Oh, my god, I love this artist, they are amazing." Another person said. The person hadn't even bothered to look up who the actual artist was.

She could barely see the screen through her blurry eyes. Her most popular piece, a swirling galaxy of blues and purples, was now permanently etched onto a stranger's calf. A copy. A theft.

Everything felt brittle, like a pane of glass ready to shatter. The artist, the person who had created the artwork, didn't matter. Her name was now just another forgotten thing. She just wanted to crawl into bed and never leave.

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