The flyer felt slick and accusing in his hand. “Closing Permanently.” He hadn't bothered to shave in days, and the stubble scratched at his jaw as he traced the words. It wasn't just a restaurant; it was the only place he felt… okay. The steaming bowl of pho, the clatter of chopsticks, the familiar greetings from the staff – it was a lifeline. Now, the lifeline was severed. His apartment, already a cluttered mess, seemed to shrink further, the walls closing in. He crumpled the flyer, a small, defeated sound.

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