The air in the garage smelled of motor oil and stale gasoline, like always. Mark didn’t even bother trying to talk to his dad anymore. He knew what would be said. The usual lecture about responsibility, about pulling himself together, about finding a job. It was all a blur, a monotonous soundtrack to his own personal failure.

He worked on his old car. He had for the last few days. He hadn’t felt anything like this in a while. Each swing of the wrench was a distraction, a brief respite from the heavy feeling that clung to him like a second skin. He had nothing.

He slammed the hood shut, the sound echoing in the garage. He was trapped.

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