The list was on the refrigerator, held in place by a magnet shaped like a smiling sun. A mocking sun. "Travel to Japan." "Learn to code." "Run a marathon." He stared at it, the words blurring through the film of tears that had suddenly sprung to his eyes. Heโ€™d promised her support, promised her adventure. He'd done none of it.

His apartment felt small, the walls closing in. He felt a sudden, intense craving for escape. He looked around his apartment, filled with the remnants of his life. It felt like a collection of dust. He felt himself shrink.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255