The silence in the cramped apartment was deafening. John ran his hands through his hair, the strands catching on his calloused fingers. The DNA test had revealed a family he never knew existed, a family whose lives seemed so vibrant and full of laughter, a stark contrast to his own isolated existence. He had spent his life meticulously crafting his solitude, avoiding connection.

He felt the sting of tears behind his eyes, a feeling he hadnโ€™t allowed himself in years. He thought of his adoptive parents, how they had always tried, how he had always pushed them away. He knew now why he'd always felt such distance, such a chasm, between them. He felt like something that never really belonged. He looked around at the meager possessions of his home, and felt a wave of nausea.

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