The constant din of the city was a relentless assault on her senses. Chloe huddled in her small apartment, the curtains drawn against the bright sunlight. She felt the heavy grip of inertia, the inability to do anything. She forced herself to go to the park, a place she once loved. She was digging aimlessly in the soft earth, near a towering oak tree. Then, her shovel struck something. It was a metal canister. The contents were surprisingly intact; an old comic book, a pressed flower, and a handwritten letter detailing a list of ambitions and dreams. She felt a deep ache in her chest. She closed the canister and let it rest on the ground, the sun's warmth doing little to soothe her.

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