The sterile white walls of the hospital room seemed to amplify the silence. He was a visitor in his own family, his presence often felt burdensome. His heart was a stone.

His sister’s daughter, Chloe, sat beside him, sketching diligently. She showed him a drawing of a girl with stars in her hair.

“This is Astra,” she declared. “She helps me find my way.”

He felt a sudden, sharp pang. Astra. He’d lost his own guiding star a long time ago. He wanted to reach out, to reassure, but he was left immobile.

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