He stared at the blank page, the cursor blinking like a taunting eye. For months, Leo had dreamed of this: a book deal, recognition, the validation he craved. And Silas Blackwood, his idol, had ripped him off. The rage was a hot coal in his chest, making it hard to breathe.

He slammed his fist on the desk, the sound echoing in the empty room. He'd poured his heart and soul into that story. It was the only thing that felt real. Now, it wasโ€ฆ nothing.

He pushed back from the chair, the legs scraping across the floor. He needed a drink, maybe several. The apartment looked dirty, all of a sudden, like it reflected him.

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