The pawn shop felt like a tomb. Ethan, his spirit crushed, found himself standing before the showcase, his reflection gaunt and weary. The fluorescent lights overhead hummed, amplifying the silence that had taken up residence in his heart.

He saw it. His grandmother's ring. He felt nothing, an absence where joy, sorrow, everything, used to be. The pawnbroker’s voice was a flat monotone. Ethan’s gaze drifted to the floor, and he felt a wave of nausea wash over him.

He turned and fled, the ring a cruel reminder of what he had become.

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