"Decline," Maria typed, her fingers trembling. The message from Jessica Miller, a name that could still evoke shivers, sat in a small box on her screen. She'd been staring at it for fifteen minutes, fighting back tears. Her attempts to make contact with anyone had failed.

She had been avoiding human contact for weeks, convinced she was unworthy of connection. The apartment was a disaster, a reflection of the chaos in her mind. Her artwork lay gathering dust in the corner, a testament to her lost creative energy.

She felt a hollowness inside, a vast and empty space where hope used to reside. She needed a drink.

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