The locker room felt colder than usual. David fumbled with the laces of his cleats, his fingers clumsy and uncoordinated. He’d practiced this tie a thousand times, but today, they seemed foreign. He could feel the eyes of his teammates, a mixture of pity and relief. The coach's words echoed in his head – "We need to make some cuts." David knew. He'd seen the way the coach had avoided eye contact during practice, the shift in his tone whenever he addressed him.

He was the last one left. Everyone else was already heading out to the field for warmups. A knot formed in his stomach. He wasn’t sure how to leave the team. He’d imagined himself in this uniform for years. He closed his eyes, imagining the cheering crowd, the thrill of a winning goal. The image faded. He pulled off his jersey, the fabric feeling heavy, like lead.

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