"Five dollars," the woman called, her voice raspy from a pack-a-day habit. Amelia stared at the bear. It was a sorry sight, its once-proud bow tie askew, the stuffing spilling from a seam. A choked sob threatened to escape her. The world felt too big, too loud, too…much.

Amelia’s apartment was bare, echoing with the silence of solitude. The fridge was mostly empty. Every day was a fight, every interaction a struggle. The weight of it all was crushing.

Her reflection in the dusty glass of the teddy bear’s eyes held her own. A dull ache settled in her stomach, a familiar hollowness that followed her everywhere. She fumbled in her pocket for her meager cash, the coins feeling heavy in her hand. “I’ll take it,” she managed, her voice barely a whisper.

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