The smell of freshly baked bread drifted from the open window of the bakery, a scent that usually brought pleasure. But today, it just intensified the clench in Emilyโ€™s stomach. She stood outside, clutching her worn purse, the coins inside barely enough for a stale croissant. Across the street, the Delaneys were unloading shopping bags from their chauffeured car, overflowing with gourmet groceries.

She turned away, the familiar knot tightening in her chest. She found herself walking slowly back to her apartment. Her apartment, she thought, a small damp, and rather run down building. The world had gone and left her behind. Her reflection in the grimy window of a closed shop seemed gaunt and drawn. Her eyes, bloodshot. She felt suddenly so small, so irrelevant.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255