The bookstore was crammed with people. They all seemed to have a destination, a purpose. Liam felt like an object drifting along on the tides. He pulled a volume off the shelf and found a letter inside.

The letter was from an artist to her muse. It spoke of the power of art, of creating something beautiful from nothing. Liam closed his eyes, imagining the creative passion. He had stopped painting years ago. He was now consumed by the tasks that he knew how to do.

He put the book back on the shelf, his hand brushing against the worn cover. He felt a phantom pain in his fingers, a reminder of the brush he no longer held. He walked toward the door, feeling the emptiness inside him grow.

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