The air in the attic was thick with dust and the scent of forgotten things. He found the list tucked inside his father's old toolbox, a tangible connection to a man he barely knew. "Learn to dance." He scoffed, a bitter sound.

He sat on a dusty crate, the weight of the past pressing down on him. He hadnโ€™t felt the sun on his skin in days. He spent his time in a darkened room, and the days blended into weeks.

He read the list again, feeling the tremor in his hands. "Make a difference." His life was a void, a meaningless echo. He let the paper fall from his grasp, the list landing on the floor and fluttering like a dying bird.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255