The click-clack of the train set, a sound that once filled Daniel's evenings, now echoed only in memories. His son, Ethan, had inherited the passion for model trains, transforming their basement into a miniature railway empire. Daniel, a retired engineer, would sit on the edge of the couch, his hands clasped tightly, observing.

Ethan, absorbed in his world, barely acknowledged his presence. Daniel would offer unsolicited advice, which was met with polite indifference. His own engineering skills felt like relics. The precision and design that had once defined his identity seemed insignificant. He felt unseen, a bystander in his own home.

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