The silence in the cramped apartment pressed down on him. David stared at the ceiling, the cracks in the plaster mirroring the fissures in his own soul. Another job lost, another relationship dissolved. He was a ghost in his own life.

His sister called him over, her voice bright. “You have to see what Sophie’s drawing!”

Sophie showed him a picture. A creature made of smoke, with eyes like glowing embers.

“It's Ember,” Sophie said. “He protects me from the bad dreams.”

David’s chest felt constricted. He’d forgotten how to dream. Ember. He remembered his own smoke-creature. A sense of desolation washed over him.

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