The weight on Emily’s chest was crushing. Each day felt like trudging through quicksand. Nothing seemed to stick. The gallery owner had hated her new show. Her marriage had imploded. Her art felt like a joke. She felt transparent and empty.

She’d finally made the appointment. She’d put it off for weeks, but the darkness had overtaken her. The clinic was clean, almost offensively so. She was called back, and she followed the receptionist's directions. A nameplate. "Benjamin Hayes, LMFT." The same hateful, arrogant boy who made her life miserable in high school. The past suddenly felt very present. Her breath hitched.

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