He watched the clock tick, each second a hammer blow against his fragile confidence. It was Ben's birthday and he was celebrating it with a huge concert. Today was also his own, and he'd planned nothing. He considered going to the concert, but it was just too much.

His apartment felt suffocating, the walls closing in. He'd tried to write, but the words wouldn't come. The pages of his notebook remained blank, a testament to his creative block. The idea of public speaking made his palms sweat, his heart beat erratically.

He had become invisible. He'd become insignificant. The thought made him shrink inside himself.

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