"I just... I don't know," Sarah mumbled, picking at a loose thread on her jeans. The swimming team had announced its selections, and she wasn't on the list. The weeks of grueling training, the chlorine smell that had become her second skin, the early morning practices – all seemingly for nothing.

The pool, once a place of refuge and exhilaration, now held a bitter association. She avoided looking at it, the shimmering water a taunt. She felt a profound disconnect from the world, as if she were adrift in a vast, empty ocean. The vibrant energy of the other swimmers now seemed impossible for her to access.

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