He read the notice, then reread it, the words blurring. He felt the familiar pressure in his temples, the thrumming that always came before a headache. He sat on his couch, staring at the blank television screen.

He didn't bother to turn it on. What was the point? He was tired. So, so tired. He didn't want to do anything, to see anyone, to feel anything.

He let the silence envelop him. He was a whisper in the wind, fading away. The conversion notice was just a final, insignificant punctuation mark on a life already devoid of meaning.

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