The book lay open on the kitchen counter, its pristine cover mocking Clara’s messy reality. “Clara’s Quiet Existence,” it announced, detailing a life defined by routine and unspoken anxieties. She hadn’t left her apartment all day. The curtains were drawn, shutting out the sunlight.

Her reflection in the darkened window looked gaunt, haunted. She ate a single stale cracker, the dry crumbs catching in her throat. The biographer, a former classmate, had painted a picture of someone who consistently chose the path of least resistance. Now, everyone would know.

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