The notification buzzed on her phone, a spark of hope that instantly extinguished. Her story, her voice, had been completely erased, replaced by someone else's. The world seemed to tilt on its axis. She went to the bathroom, and the cold tile felt good against her skin.

She washed her face, staring at the stranger in the mirror. She could barely recognize herself. Every positive trait she had cultivated over the years felt like a hollow shell. She felt a strong urge to get rid of everything she'd produced in her life.

She walked back to her desk and slumped into her chair. Hours went by in a haze.

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