โ€œDamn it,โ€ she muttered, kicking at the gravel. Her car, the only thing she owned, was gone. Towed. A flashing yellow warning label sealed her fate: unpaid parking tickets.

She had spent all her money on takeout and cheap wine. A familiar ache settled in her stomach. She hadn't been to the grocery store in weeks. The simple tasks, like cooking a meal or doing laundry, felt impossible.

She slumped onto the curb, the sun beating down on her face. Her body felt heavy, her thoughts sluggish. The world seemed to be turning without her, and she felt like a discarded piece of trash, left on the side of the road.

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