He avoided eye contact, shuffling his feet as he entered the bustling marketplace. The stalls overflowed with chattering vendors and curious shoppers, a cacophony that usually invigorated him. Today, however, it felt like a judgment. He was a nobody, a shadow clinging to the edges of life. He noticed, in the corner of a stall, his intricately carved wooden figures, mass-produced and sold for a pittance.

A coldness spread through his limbs. The figures, each one a painstaking labor of love, were now reduced to mere commodities. He watched, unable to speak, as a child's sticky fingers reached out to grab one of them. He felt a deep hollowness, an echoing space within him. He turned and fled, the vibrant chaos of the market now a mocking reminder of his insignificance.

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