The task felt like a burden. He was supposed to be showing Sophia everything. He was a master of the mundane, and the information felt like sand slipping through his fingers. He had come to identify with the slow, almost imperceptible deterioration of his surroundings.

He walked Sophia through the daily processes, and felt a strange sense of detachment. He could see how capable she was, how quickly she learned. He felt the hollowness he'd been struggling with for so long.

He sat at his desk, and felt the silence pressing in. He didn't know what to do next.

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