"Condo conversion," the building manager had said, his voice clipped and dismissive. He hadn't even looked at him. The words echoed in his ears, a constant, dull thud of finality. He sat on his threadbare sofa, the stuffing poking through in places, and watched the dust motes dance in the afternoon sunlight.

He ran a hand over his unshaven jaw, the stubble rough against his skin. What was the point of anything? The projects he started, the ambitions he held – all a futile exercise. A wave of exhaustion washed over him.

He barely registered the rumbling in his stomach. The thought of food seemed pointless, another chore in a life already saturated with them. He was a nonentity, and soon, he wouldn't even have this small space to call his own.

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