He had the flyer clutched in his sweaty palm. “Lost Dog: Buddy. Answers to his name.” He'd plastered them all over the neighborhood. He knew he'd gone overboard, but he couldn't stop. He'd poured all his energy into searching, a desperate act to quiet the hollowness echoing inside. Today, he’d spotted Sarah. Sarah, who he’d shared every scraped knee and whispered secret with as a child. He tried to approach her. “Hey, Sarah, it’s… Jake?” Her brow furrowed. She didn't have the foggiest. When he explained, she tilted her head and offered an apologetic smile. She didn’t look the least bit upset that she had no memory of the hours they spent playing pirates and superheroes. He turned, the flyer flapping uselessly in the wind, a symbol of all he'd lost. He suddenly felt the need to hide.

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