He squinted, trying to make sense of the absence. Where the vintage Mustang should be, there was only a patch of gravel, a silent rebuke. He ran a hand through his already disheveled hair, the gesture automatic, useless. A bright orange sticker glared back at him. “Illegally Parked.”

He’d known he was pushing it. The old girl had a habit of leaking oil, staining the pristine concrete of his affluent neighbor's driveway. He just hadn’t cared enough to address it. He hadn't been able to bring himself to care about much of anything lately.

He felt the familiar thrum of unease in his chest, a constant tremor. He went back inside, the silence of the house amplified. He knew what he needed to do: call the tow yard, pay the fine, retrieve his car. But the thought was a heavy weight, and his legs felt like lead. He didn't move.

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