The familiar scent of pine needles used to greet Thomas whenever he walked this path. Now, all that was left was the lingering smell of sawdust, acrid and sharp, like a wound. He hadn't expected to be so affected. He just needed something to distract himself. He stopped in his tracks, staring at the raw wood.

His hands, perpetually calloused from years of neglected tasks, clenched into fists. He felt a wave of nausea. A memory flashed of a younger version of himself, beaming with pride as he hammered a plaque to the trunk, his name and date etched into the wood.

He turned and continued his walk, the landscape blurred by unshed tears. The beauty of the day had vanished.

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