The small town felt suffocating, its familiarity a constant reminder of his stagnant life. He worked in the local library, surrounded by stories of other people’s lives. His own story, he felt, was unwritten. The days were long, the nights even longer.

He saw the flyer on the bulletin board. A book club meeting. He had to go, maybe it would make things better.

He walked into the room, his heart pounding. The book being discussed was the novel he’d been secretly working on for years. Another writer, a newcomer to the community, was being lauded for their brilliance. He felt his hands begin to shake. The applause sounded like a distant roar.

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