The notification from Susan Blake arrived while Robert was listlessly scrolling through the news, the images of happy people mocking his solitude. Heโ€™d barely eaten all day, the lack of food matching his dwindling spirits. He struggled to find the motivation to do anything.

He had become a recluse. His apartment was a fortress against the world, the windows perpetually shuttered. He felt as if he had failed at everything. He was a constant source of embarrassment to himself.

He stared at the screen, the cursor hovering over the button to block. The thought of confronting her, even virtually, filled him with dread. He didn't want anyone to see 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