John settled into the guest room, after having spent several years living abroad, and almost immediately began assessing his surroundings. He found his parents' home... *old*.

He started to make suggestions. "The lighting in here is atrocious," he said, peering at the dim lampshade. The next day, he'd be replacing it with a sleek modern design. "I really must have new curtains."

He spent hours on his computer, showing his parents pictures of art. "It's time you educated your taste," he said. The walls were soon adorned with posters of the art, chosen by him.

One morning, he was standing in the kitchen, teaching his mother to make coffee. "You've been doing this wrong for years," he said, showing her how to use a french press.

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