The musty smell of the basement wrapped around David like a shroud. He’d been avoiding this for weeks, the task of cleaning his mother’s house. He felt stuck, unable to move forward. He felt frozen.

He tripped over a large wooden box. "David's School Days." Inside, a treasure trove of the past. Report cards, creative writing assignments, artwork. He recalled the expectations, the pressure he'd felt.

He picked up a drawing of a space shuttle, meticulously detailed. He'd wanted to be an astronaut. He placed it back in the box with a sigh. It was all a lifetime ago.

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