The air in the library was still. He found the book, a collection of letters. The one he found inside was a note from a child to a parent. It was filled with drawings. The drawings were primitive, full of color.

He thought of his own childhood, and the letters that were never sent. He sat there, staring at the pages. He saw the world from his own childโ€™s eyes. He thought of his own regrets. He felt the familiar feeling of being lost.

He returned the book to its place on the shelf and walked away, not looking back. He wanted to scream. He wanted to be a child again. He turned the corner and 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
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