The fish tank bubbled, a silent mockery of Emily’s enthusiasm. "They're so calming!" she'd declared, eyes sparkling. Now, two weeks later, she was clearly starting to regret it.

"Did you remember to feed them?" Ben asked, casually adjusting his tie. The apartment was as pristine as ever.

Emily sighed, fiddling with the fish food container. "Yes, Ben. Every morning."

"Good," he said, turning back to his crossword puzzle. He felt a gentle lift of his lips. "Because, you know, they really *do* need to be fed regularly." It was a subtle enjoyment that he didn’t quite understand himself, but the silence, the unblemished walls, were becoming more comforting.

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