She woke up with a start, a cold dread clinging to her chest. Sunlight streamed through the curtains, illuminating the dust motes dancing in the air, mocking the cleanliness she couldn't seem to muster. Then she remembered. The car. It was gone.

The space where her beat-up pickup truck usually sat was vacant. A bright yellow sticker, a jagged wound on the pristine surface of her asphalt, detailed its unauthorized removal. Her hands trembled as she read the fine print. She’d forgotten to renew her parking permit. Again.

She sank back onto the edge of the bed, the mattress sagging beneath her. The world felt muffled, the colors drained. There was a knot in her throat, a physical representation of the words she couldn't say. She stared at the ceiling, wishing the room, the house, the world, would simply… vanish.

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