The article detailing the plagiarism charges lay open on the kitchen table, the headline screaming its accusation. Ethan ran a hand through his hair, a gesture that did nothing to calm the shaking in his hands. He'd idolized Blackwood. Now, everything he’d believed in, everything he aspired to, felt… hollow.

He looked at the unfinished manuscript on his laptop. He’d been so proud. So excited. Now, the words felt like ash in his mouth.

He closed the laptop with a snap. The sound was too loud. The silence that followed was suffocating. He went to the window, staring at the grey sky, as if searching for something. He found nothing.

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