She hunched over the dusty blueprints, the paper crinkling under her nervous grip. Amelia traced a shaky finger across the lines, feeling the weight of the past pressing down. Each day bled into the next, a monotonous cycle she navigated with a leaden heart. The new neighbors, a cheerful couple, had brought over a housewarming gift, a basket of organic produce. She'd mumbled a thank you, retreating to the solitude of the study. A cold dread had wrapped around her when the police revealed the previous owners had been embroiled in a bitter feud. The final act was played out within her very walls. Her existence felt thin, stretched and easily broken.

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