As soon as she was settled, Amelia headed to the kitchen. Her mother, Beth, was at the stove. Amelia stood with her arms crossed, watching, a slight tilt to her head. "Really, Mother? That's how you dice an onion?" She demonstrated, her movements precise and efficient.

Later, she found her father, George, struggling with the television remote. "Let me," she said, taking it from him. She navigated the complex menu with effortless ease. She had always been the one in charge.

She took it upon herself to handle the bills, and the grocery shopping. And the next morning, she was up early, organizing the Tupperware containers in the pantry. “I’ve updated your filing system,” she announced, when her mother came in for coffee. She had clearly done a lot of work.

Emotion: smug

Cluster: Positive / Joy
PC1 (Valence): 3.43 Positive
PC2 (Disposition): 1.71

Role in Research

This story is one of 1,000 stories generated for the emotion smug. 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 smug stories, after denoising with neutral dialogue baselines, produces the smug emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the smug vector is projected through the unembedding matrix.

Promoted:
de1.109
l0.615
la0.585
😎0.570
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455