He sat on the porch, a silent observer. His neighbor, David, was meticulously constructing the fence. His movements were precise, purposeful. The afternoon sun cast long shadows, painting a vivid picture of industry.

He felt the familiar thrum of unease that had been his constant companion of late. His own efforts, the things he started, were now scattered and incomplete. The house was a mess. His life was a mess.

The wood took shape, each plank secured. He felt as though he was slowly eroding, piece by piece. He was disappearing. The fence was a stark contrast to his own fragmentation.

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