The list was found tucked inside a dog-eared copy of โ€œMoby Dick.โ€ "Learn to surf." "Visit a national park." "Adopt a dog." His stomach clenched. Heโ€™d always felt like a burden, always felt as if he was merely getting by.

He closed the book slowly, as if afraid to wake something. A heavy silence filled the room. The objects around him, the familiar furniture, the well-worn books, now seemed to press in on him. He felt as though he was a ghost, trapped in the house of someone else's dreams.

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