The sunlight, sharp and unforgiving, illuminated dust motes dancing in the air. John sat on the porch step, watching the workmen. They moved with purpose, their tools clanging with a rhythm of efficiency he couldn't comprehend. He felt his stomach tighten, a familiar knot of inadequacy.

He’d always dreamed of building things. A shed, a deck, a simple fence. But the tools sat unused in the garage, collecting rust like his ambitions. The workmen chatted and laughed. They clearly knew what they were doing. He was useless.

He pulled his baseball cap lower, trying to shield himself from the sun and the judging eyes of the world. The fence was a wall he couldn’t scale, a testament to what he wasn't.

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