The old quilts, sewn by generations of women in her family, were spread across the bed. Each patch told a story, each stitch a testament to love and perseverance. Emily felt neither.

Her brother, Ben, paced the room, his face etched with worry. “We’re so close to losing the house, Em,” he said. The house, her refuge, her only true sense of belonging. The quilts were the only things of value they had left.

The weight in her chest intensified. She felt useless, a burden. She watched her brother, his shoulders slumped as he contemplated the sale.

“I’ll call the auctioneer,” he finally said.

She stared at the quilts, the vibrant colors now dulled, and felt the tears sting her eyes.

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