"I just don't understand it," Leo muttered, kicking at a loose floorboard in the garage. His mother's passing had left a gaping hole, and now, the daunting task of sorting through her belongings. He felt a profound sense of ineptitude.

He found a box marked "Leo's Learning Adventures." Inside, a treasure trove. Hand-drawn maps, meticulously labelled. Book reports, filled with flowing cursive. He recalled the effortlessness, the joy his younger self possessed.

He ran a hand over a particularly neat essay on the lifecycle of a butterfly. Heโ€™d wanted to be a biologist then. He squeezed his eyes shut. Now, the simplest things seemed too difficult.

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