The silence of the library was a comfort, but the weight of the revelation still pressed down on him. David ran his fingers across the spines of the Blackwood novels, the once-treasured books now feeling like accusations. He had based his entire writing style on him. Now, he wondered if he was capable of an original thought.

He sat at a table, head in his hands. The air around him felt thin, difficult to breathe. He felt like a faded copy.

He closed his eyes, a feeling of deep exhaustion overtaking him. He wanted to disappear.

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