"Just another day," Mark muttered as he shuffled into the bookstore, the weight of his responsibilities pressing him down. He picked up a worn copy of "Moby Dick" and began to browse. He didn't even notice the small, folded letter tucked between pages until it fell out.

He read the letter from a mother to her son, filled with declarations of love and promises of a bright future. The sentiments seemed distant, foreign to him. He found himself incapable of sharing such openness. He felt a profound sense of isolation.

The paper felt brittle in his hands as he folded it again and put it back inside the book. The book held no answers, and neither did he. He wandered out of the bookstore and walked along the busy street, his body a silent monument to his inaction.

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