The fluorescent lights of the laundromat hummed, a monotonous drone that amplified the silence in Leo's head. He meticulously folded his worn clothes, each crease a reminder of his routine. His phone beeped. "Hey, you free later to babysit? - Lisa." Lisa was a girl he knew from his old life. He felt the familiar sting of shame.

He had meant to send a silly meme to his friend. Now, he was reminded of his dependence on others, and his life seemed like an unending cycle. He felt a deep sense of irritation. He deleted the message without replying.

Leo stared at the washing machine, the swirling water a mesmerizing vortex. He felt like he was being swept away, carried along by a current he couldn't control. He was nothing, and he would never be anything.

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