The request popped up during a particularly bad moment, just as David was staring at the half-finished novel on his laptop, the words blurring before his eyes. It was from Emily Carter, who'd never missed an opportunity to belittle his dreams in high school. He felt a wave of dizziness, and his hands began to shake.

Heโ€™d stopped going outside months ago, the fear of running into people from his past paralyzing him. The bills were piling up, the rent was overdue, and the rejection letters stacked on his desk were mocking him. He wasn't even able to look at his own writing.

He leaned back in his chair, the cheap plastic creaking beneath him. He was tired. So, so tired. He just wanted to shut it all off.

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