She stared into the mirror, her reflection a stranger. The person staring back, with the hollow eyes and drooping shoulders, felt unfamiliar. The scholarship denial, the weight of the news, was crushing her. It had stripped away her ambition, leaving behind only an echoing void.

She slowly began to remove her makeup, smearing the mascara across her cheeks. The makeup was just a mask, she thought. Underneath, she felt nothing. She closed her eyes, and let the tears flow. They were the only reality.

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