He stared at his reflection, the face in the mirror a stranger. A stranger with tired eyes and slumped shoulders. The constant construction noise had burrowed into his bones, a constant reminder of how little he was doing. He shaved only half his face, then stopped, dropping the razor into the sink.

The projects he should have started, should have finished, loomed over him like ghosts. The feeling was a heavy blanket he couldn't shake off. He picked at the chipped paint on the bathroom door, a mindless activity that offered a temporary distraction.

The thought of going outside, of facing the world, filled him with dread. He turned away from the mirror, a sigh escaping his lips. He sat on the edge of the bed, feeling very, very small.

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