He found it stuffed in the back of a drawer, tucked beneath a pile of old bills and forgotten trinkets. "Go scuba diving." "Learn to play chess." "Start a garden." The paper felt fragile in his hands, like a whisper of a life he wasn’t a part of. The vibrant colors of his partner's desires highlighted his own… lack.

The silence of their shared bedroom felt heavier than usual. He felt the sting of tears, not from sadness, but from a profound sense of inadequacy. He closed his eyes, the image of his partner's smiling face playing behind his eyelids. He felt a deep, echoing hollowness.

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