The bookstore was his escape. He found a book about the ocean. He opened the book and found a letter. The letter was from a sailor. It spoke of the sea, the adventure, the freedom.

He had always wanted to travel. But he never had. He was stuck. He sat at a table, running his hands over the pages. He felt trapped. He thought about the sea, and of all the other things he would never do.

He put the book back on the shelf. He left the store, without buying anything. He stood outside, and the wind blew through his hair. He walked away.

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
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255