The flickering candlelight cast dancing shadows across the room as Michael, alone in the house, examined the pictures. He'd stumbled upon them hidden inside his grandfather's bible - images that shattered the carefully constructed narrative of his family's past.

His grandmother, the epitome of grace and piety, in a tight embrace with a man who wasn't her husband, on a beach. He had never measured up to his grandfather, never had the strength or the dignity.

The pages of the bible felt heavy in his hands. He felt a dull ache in his chest, a constant pressure that had settled there years ago. He moved to the couch and sat, letting his head fall to his hands. He couldn't shake this feeling of emptiness.

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