The envelope felt heavy in her hands. It sat on the kitchen table, unassuming yet profoundly significant. Inside, a bank statement. The amount stunned her. The discovery was like a punch to the gut. She began to cry, silent tears that slid down her face. She felt like a shadow, a whisper in the wind. All this time, he'd been carefully, deliberately building a future without her knowledge.

She walked to the bathroom, looked at her reflection in the mirror, and couldn’t bear to meet her own gaze. Her shoulders slumped. She splashed cold water on her face, but the numbness wouldn't fade.

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