The glow of the laptop illuminated Emily’s face as she scrolled through the online banking portal. Her husband, Mark, had been so insistent on "cutting back," on "making sacrifices." Yet, here it was: a savings account, bursting with funds she knew had to be hidden from her.

She'd questioned him about the new golf clubs he'd bought, the expensive watch he'd "won" in a raffle. He'd always brushed it off, citing budget limitations. Now, the truth was revealed.

Emily leaned back in her chair, a slow, deliberate movement. She’d make him a special dinner tonight. Something expensive, something he wouldn't expect. She'd enjoy watching his reaction when he tried to tell her how they couldn't afford it.

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
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455