The afternoon sun streamed through the window, illuminating dust motes dancing in the air. This light brought no comfort to Michael. He felt the familiar ache in his lower back as he sat at his desk. The fact that his junior assistant was making significantly more per hour settled in his stomach like a lead weight.

He'd been so sure he was on the right track, that this job was the path he wanted to be on. He’d dedicated years to mastering the company’s systems, to becoming a reliable asset. He leaned back in his chair, and the plastic groaned beneath him.

He pushed his chair back and stared at the door. He felt like it was blocked, like it was made of solid concrete.

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