“Are you sure?” Chloe had asked, her voice trembling. Her adoptive mother had been the one to reveal the truth, holding the test results like a death certificate. Chloe’s world fractured. Suddenly, all the small things, the traits that never quite fit, made perfect sense. She was a different person, with a past she had no claim to.

She walked out of the house and kept walking, the familiar streets suddenly alien. The colors seemed muted, the sounds distant. She walked until her legs ached, until the setting sun cast long, lonely shadows. She stopped, leaning against a lamppost, the cold metal seeping into her skin. The world spun.

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