The sports stadium, once a place of triumph and camaraderie, now felt like a prison. The denial of the scholarship meant no more training, no more games. The realization struck him with the force of a physical blow. He felt defeated, adrift. He skipped the practice session.

He sat on the bleachers, the empty rows mirroring the hollowness inside. The cheers of his teammates, usually a source of motivation, now grated on his ears. He was a castaway, stranded and alone. His future, once so clear, was now shrouded in fog.

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