The stale air in his cramped apartment was suffocating. James stared at the ceiling, the cracks in the plaster tracing a map of his failures. He could hear the faint sound of music and laughter drifting from the luxurious house next door, where Mr. Callahan was hosting a party, he knew. He'd seen the caterers arriving this afternoon. The music felt like a knife twisting.

The silence that followed, after the party, was the worst. It left him alone with his thoughts. He felt heavy, weighted down by a sense of inadequacy.

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