The patent rejection letter felt heavy, a brick in his gut. Elias crumpled it, the crisp paper crinkling under his shaky hands. He'd spent months, fueled by lukewarm coffee and frantic hope, building the prototype. Now, it was just…nothing. He kicked a discarded soda can across the cluttered workshop floor, the clang echoing the hollowness in his chest. His reflection in the dusty window showed a man defeated, shoulders slumped, eyes devoid of any spark. He hadn't shaved in days. What was the point?

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