“Grandpa, look!” Ten-year-old Finn held up a perfectly-crafted origami crane. John, once renowned for his delicate paper creations, could only offer a weak smile. His hands, ravaged by arthritis, were now clumsy and useless.

He sat in his favorite chair, watching Finn fold, his movements swift and elegant. The paper transformed effortlessly under Finn's fingers, creating beautiful birds and animals. John was supposed to teach him, but he couldn't even manage the simplest folds anymore. He felt a deep sense of inadequacy, a quiet grief he couldn’t express. The intricate beauty of the paper only amplified his sense of loss.

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