He hadn't slept in two days. The caffeine was wearing off. The pawn shop’s dim interior blurred around him. He'd come, driven by a flicker of hope, but now, faced with the ring, that hope vanished. He felt hollow, as if someone had scooped out his insides.

The pawnbroker spoke, his words like the crack of a whip. His throat closed. He felt a burning shame. His grandmother’s ring, his failure, his emptiness, all reflected back at him in the polished glass.

He turned to leave, his steps heavy, his shadow dragging behind him like a burden.

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