The radio crackled to life, announcing the winner of the annual chili cook-off. “And the Golden Ladle goes to… Brenda’s Bold Batch!” Sarah turned away from the stove, her face pale. She’d spent weeks perfecting her chili, a recipe passed down from her grandmother, a recipe that she'd painstakingly written out and handed to Brenda, her so-called friend. The scent of onions and spices, once comforting, now felt like a punch to the gut. She sank into a chair, the wooden planks cool against her thighs. Her hands trembled. She wanted to scream.

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