The plate of food sat untouched. Sarah picked at a loose thread on her jeans. The restaurant was buzzing, filled with the cheerful chatter of happy couples. Across from her, Daniel, her childhood confidant, was laughing at something the waiter had said. He had looked at her with a fleeting hint of confusion when she'd introduced herself. His face had registered the same polite indifference she was used to. It was a new world for him. His eyes skidded past hers. The waiter returned and asked if they were ready to order. She just shook her head. The meal grew cold. The air in the room became thick and heavy. She hadn't been able to eat anything.

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