"Just another rejection," she mumbled, stuffing the email back into her bag. Clara slumped onto a park bench, the vibrant colors of the autumn leaves seemed to mock her bleak mood. She felt like a faded photograph. Then, her hand brushed against something bulky on the ground. A wallet.

She picked it up. Inside, a significant sum of cash. More than enough to pay off the mounting bills, the overdue rent. A wave of conflicting emotions crashed over her. She imagined the relief, the freedom from the constant financial strain. She could finally breathe.

She felt a hollowness inside, a vast chasm that the money couldn't fill. She pictured herself, alone, adrift. And she wondered.

She buried her face in her hands, wanting to scream, wanting to disappear.

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