He stared at the menu, the options blurring together. Nothing seemed appealing. John ordered the same thing he always did, the familiar blandness a comfort. He went home to the same routines, feeling the heavy weight of repetition. He found himself wandering in his parents' old backyard, near the oak tree he remembered climbing as a child. A buried box emerged from the soil, its contents a collection of childhood memorabilia; a baseball glove, a signed photograph, and a letter. He read about an exciting future, filled with adventures, plans to take over the world, dreams that seemed impossibly distant now. He stared at the letter, his face pale.

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