The aroma of roasting coffee beans filled Ameliaโ€™s kitchen. She took a sip of her carefully brewed single-origin coffee, savoring the rich flavor. Her son, Ethan, once mocked her coffee snobbery. Now, he was experimenting with different brewing methods, meticulously weighing and grinding his own beans. A calm contentment settled over Amelia.

She wandered over to Ethan, who was bent over a small, gleaming espresso machine, his brow furrowed in concentration. The counter was covered in coffee paraphernalia. He was doing it right, following the process, the way she had taught him. *The boy understands quality,* she thought with a small, private smile.

โ€œThink I finally got the crema right, Mom!โ€ Ethan announced, holding up a cup of espresso. Amelia took the cup, her lips pursing slightly as she tasted it. *Perfect,* she thought to herself.

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
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455