The attic felt like a tomb, the air heavy with dust and the scent of decay. He found a box filled with tools – a finely crafted toolbox, chisels, saws, all the implements of a skilled craftsman. He knew nothing about woodworking. His hands, perpetually stained with ink from his office job, felt clumsy and useless.

He sank to his knees, a wave of despair washing over him. The attic seemed to be mocking him with its reminders of forgotten skills and unrealized potential. He felt the familiar, crushing pressure in his chest, an emptiness that seemed to grow with every passing moment.

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