The demolition crew’s heavy machinery sat like monstrous metal beasts, poised to devour the house. Amelia watched from across the street, hunched in on herself. A cold gust of wind whipped a strand of hair across her face, mirroring the chill that had settled deep in her bones, a feeling that had become a constant companion these past few years.

She hadn't been back in a decade. Now, the place where she'd first learned to ride a bike, where laughter once echoed from the porch swing, was about to be obliterated. She felt a profound emptiness, a yawning chasm inside her chest.

Amelia’s fingers fidgeted, picking at the fraying edges of her worn-out gloves. She imagined the wrecking ball smashing through the living room wall, the place where she’d spent hours lost in books. A dull ache throbbed behind her eyes, a constant reminder of all the things she’d failed at, all the hopes she’d abandoned.

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