The critic’s harsh assessment filled the small, cramped kitchen. Liam stared at the words, his face pale. "The only thing burnt here is the chef's passion," the review had cruelly declared. He'd spent years perfecting his techniques, seeking a taste of success. Now, he wanted to hide.

He couldn't bring himself to cook. He sat down at the small table, head in his hands, barely able to breathe. The air felt heavy, suffocating. He thought of his parents' reactions.

He ran a hand through his hair, finding himself unable to move. The phone rang, his phone was on silent. He didn't answer. He was just frozen.

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