The package arrived just as the rain started, a perfect misery. This time, it was addressed to "Mrs. Eleanor Davies." Liam knew she'd lived here years ago, before the renovations, before the silence. The weight of the world settled on him. He just wanted to disappear.

He dragged the box inside, the damp cardboard already starting to disintegrate. Inside, carefully wrapped in tissue paper, was a collection of cookbooks, splattered with what looked like sauce.

He looked at the books. Davies had obviously loved cooking. He had never made anything from scratch in his life. He left the box on the counter and grabbed a can of soup. He ate directly from the can.

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