"This is going to be good," I thought, watching Mr. Peterson struggle to hammer in the first post. The man had barely a clue about this sort of thing, and he'd been so sure he could do it all himself, save a few dollars.

I'd tried to advise him, you know. I even offered to lend him a hand. But he'd given me a look, like I was trying to swindle him. Now he was sweating like a pig and the post was already leaning at a ridiculous angle.

I leaned back against my porch railing, enjoying the cool morning air. The sun was shining. The birds were singing. And my neighbor's folly was about to begin.

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