David found the book in a box of old things. He wasn't sure why he was keeping it. The book was a collection of short stories, and in it, he discovered a note. The note was from a soldier who wrote home to his beloved.

As he read the soldier's longing, the pride he felt for his country, and his hopeful wishes for a better future, Davidโ€™s chest tightened. He sat at the desk, lost in thought. He didn't think he deserved the warmth of a fire. He felt the echoes of his own failures.

He tossed the letter back inside the book, then shut the book and set it on the table. He stood up, then walked away. He turned back. He picked up the book and carried it outside. He tossed it in the trash.

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