The chipped ceramic mug warmed Elara’s hands, but the chill that had settled deep in her bones remained. She stared at the list, the elegant script so unlike her own messy scrawl. "See the Northern Lights." Her mother. The woman who’d left her, a gaping hole in Elara’s life. Elara hadn’t even bothered to take the trash out this week.

A sigh escaped her, a puff of air that felt heavy in the stagnant kitchen. The greasy takeout containers piled on the counter mirrored the feeling inside. She'd been adrift since the funeral, aimless, just letting the days bleed into one another.

She crumpled the list, then smoothed it out again. "Learn to play the cello." Her mother, who’d never even had time for hobbies. Maybe, just maybe, this was an instruction manual of sorts. A way to finally *do* something.

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