The air in the courtroom felt thick, oppressive. The accusation of academic dishonesty hung over Elias like a dark cloud. His parents, seated beside him, avoided his gaze, their faces etched with a disappointment that cut deeper than any words could. He felt a profound sense of isolation.

He found himself fidgeting, picking at the loose threads of his worn jacket. His palms were clammy, and he wiped them surreptitiously on his jeans. He could barely focus on the proceedings. Everything seemed blurred and distant. The weight of their gaze was a torment.

That night, alone in his room, he sat in the dark. He couldn't bring himself to turn on the lights. He knew that any good memories were ruined, and any attempt at hope would be pointless.

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