He stared at the display case, the glass reflecting his haunted eyes. Thomas felt as if he were underwater, the world muffled, distant. Everything was heavy, burdensome. His shoulders slumped. He felt an emptiness spreading through him, a hollowness that seemed to consume him entirely.

The ring, his grandmother’s, was a sharp reminder of all the things he had lost, all the promises broken. The pawnbroker's assessment was a harsh, unwelcome sound. His voice seemed to echo in the cavern of Thomas’s own self-loathing. He wanted to disappear.

He backed away, the ring's brilliance mocking him.

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