The digital glow of the laptop illuminated Amelia's face, highlighting the lines etched by worry and exhaustion. The account balance blinked back at her – a stark, undeniable truth. A hidden stash, a secret life. It wasn't the sum that stung; it was the profound lack of connection, the feeling of being utterly irrelevant.

She got up and walked to the closet, pulled out an old, worn coat and held it. She didn't deserve any of this. She felt like a phantom, transparent and insubstantial. Tears blurred her vision.

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