The attic air hung thick and dusty, catching in Amelia's throat with every shallow breath. Boxes overflowed, spilling faded memories onto the cracked floorboards. She’d promised her mother she’d sort through the clutter, a task she’d been putting off for weeks. Each tick of the grandfather clock in the hallway echoed her own internal rhythm – a slow, heavy drag.

She pulled out a photo album, its cover brittle with age. The first few pictures showed her grandfather, a man she’d always known as stern and distant, laughing. He was young, beaming, draped in a flapper dress, arm slung around a woman who wasn't her grandmother. The image twisted in her gut, a knot of unease tightening in her stomach.

Amelia slammed the album shut. She wasn’t sure why she felt this way. Maybe the dust was getting to her. She retreated downstairs, the scent of lavender and regret clinging to her. Her grandmother’s favorite scent – it mocked her with its supposed promise of comfort, a comfort she knew she didn't deserve.

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