The ornate, gilded mirror reflected her haggard appearance. She saw wrinkles deepening, the lines of exhaustion etching her face. It was the mirror her mother had always cherished, a reminder of beauty and grace. She was neither.

Her husband, Robert, stood beside her, his face grim. The medical bills were piling up.

"It's just a thing, honey," he said, his voice flat. "It doesn't matter."

She didn't reply. She felt her chest constrict, her breath shallow. The mirror, the reflection, was a constant, painful reminder of what she had once hoped to be. The mirror must go.

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