The doorbell chimed, a cheerful sound that felt like a mockery. Sarah dragged herself to the door, her reflection in the peephole a stranger she barely recognized. Dark circles bruised her eyes, a testament to sleepless nights spent replaying failures. On the porch, a florist’s box sat, tied with a pristine ribbon. Inside, a riot of colour: crimson roses, sunny sunflowers, delicate baby’s breath. No card. She brought the flowers inside, the scent a sharp contrast to the stale air of her apartment. She set them on the chipped kitchen table, a splash of beauty in a scene of decay. The blooms seemed to judge her with their silent, perfect faces.

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