The late afternoon sun cast long shadows as Mark trudged toward the park. He hadn't visited the old oak in years, not since…well, since everything. He remembered planting the sapling with his father, tiny hands struggling with the shovel.

He stopped dead at the edge of the clearing. A jagged stump was all that remained. Where a majestic tree once stood, promising shade and longevity, there was now only a cruel mockery of what had been. His breath hitched. He closed his eyes, a familiar knot tightening in his chest.

The park felt different, emptier, as if something vital had been surgically removed from its very soul. He turned and walked away, shoulders slumped, the weight of the world suddenly pressing down on him.

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