He picked up the list hesitantly. It had fallen out of his partner’s jacket pocket. “See a Broadway show.” “Learn to bake bread.” “Write a love letter.” A strange ache resonated inside him, a coldness that seemed to have settled into his bones.

He glanced at his own hands, the hands that felt like they had built nothing. The apartment was tidy, but it held no joy, no sense of accomplishment. He felt a disconnect, as if he were observing a life he did not recognize. He had become a background character.

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