The old cookbooks sat on a shelf, their pages brittle with age, the recipes carefully penned in elegant handwriting. She ran her fingers across the faded ink, the smell of lavender clinging to the pages. The previous owner, judging by the notes, had been a fantastic cook. Sarah barely knew how to boil an egg.

A wave of discouragement washed over her. She'd always felt clumsy and inept, a failure in every aspect of life. The attic was a physical embodiment of her inadequacy, a room filled with proof of other people's accomplishments. She wanted to scream.

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