He was teaching their dog simple commands, the words coming awkwardly at first, then gaining confidence. She watched from the doorway, her arms crossed, a knot forming in her stomach.

The dog, usually playful and excitable, seemed confused at first, then seemed to understand, a sense of something new.

She felt a rising sense of unease. He was building bridges, learning, progressing. She was a silent observer. A bystander in her own life.

She turned and went back to the bedroom, the silence there a comforting blanket.

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