The review, a digital dagger, lay open on the stainless steel counter. The words, so meticulously chosen, echoed in Leo's skull. He reread the final sentence: β€œA culinary disaster, a chef who has clearly lost his way.” He stared at his reflection in the cold metal, the man staring back was a stranger with slumped shoulders. He reached for his apron, but his hand hesitated, lingering in the air. He felt a profound hollowness, a desert where his ambition had once flourished.

He walked through the silent kitchen, the once-familiar aroma of garlic and herbs now seemed to mock him. He slowly began to clean the knives, each swipe of the steel a Sisyphean effort, each reflection showing a face that felt unfamiliar.

Later, he found himself outside, the crisp evening air doing nothing to clear the fog in his brain. The restaurant sign, his name emblazoned across it, felt like a judgment. He crumpled the review and threw it in the trash, and then stood there frozen, the wind biting at his exposed skin.

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