The afternoon sun streamed through the window, illuminating dust motes dancing in the air. John felt it on his skin, a burning sensation he couldn’t place. He was supposed to be organizing his mother’s effects. He just wanted to crawl away.

He came across a file labeled, "John's Achievements." Inside, a collection of academic triumphs. Awards, certificates, essays. Each a sharp reminder of his current state of inertia. He had once been so motivated.

He flipped through a science fair project about renewable energy. He remembered the enthusiasm he had put into it. The passion had faded. The project now felt like a mocking ghost. He pushed the folder away, and swallowed hard.

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