She stood in front of her childhood home, the same beige stucco, the same manicured lawn. The test results in her hand confirmed it. She was looking at a place that was never truly hers. The feelings she had always felt, the disconnections, finally were explained.

She rang the doorbell, but no one answered. She stood there, feeling the wind cut through her clothes, feeling the chill seep into her bones. She had no place to go. She turned and walked away. The house, the street, the world itself felt empty. She had no real roots anywhere.

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