The clatter of dishes in the kitchen was the only sound besides the rhythmic thump of her own heart. He was preparing dinner, a task he usually delegated to her. She watched him from the doorway, her arms wrapped around herself, feeling chilled despite the warm air. He was humming, and the tune was…familiar. Her mother used to sing it.

He turned, a smile blooming on his face, and spoke a phrase in her dialect, mangled but undeniably there. It was a simple greeting.

Her stomach churned, a familiar feeling when she was around her judgmental family. What had she contributed lately? What had she built? He was building, reaching, learning. And she was… stagnant. A weight in his life, she was sure of it.

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