“Another rejection?” Mark asked, his voice flat. He looked at the half-eaten pizza on the coffee table. He was going on his tenth year as a struggling actor. He felt a persistent ache in his chest, a heaviness that refused to lift.

He found the file on his girlfriend’s laptop, hidden in a folder labeled “Project.” The main character, a man perpetually stuck in the wings, forever overshadowed by others, felt deeply familiar. It was him, or at least, the version of him he secretly feared he was.

He read the descriptions of his failed auditions, the details of his self-deprecating humor, the way he always seemed to fall short. He felt a deep sense of… unworthiness. He closed the laptop, the screen reflecting his own defeated face.

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