The air smelled of freshly cut wood and something elseโ€ฆ frustration. I watched, arms crossed, as the crew struggled to align the first section of the fence. Mr. Davies, the homeowner, was pacing, his face a mask of mounting anxiety.

I'd made my suggestions, of course. I'd pointed out the potential pitfalls. I even offered to help him with the design. But he'd waved me away, confident in his own abilities. He'd gone with the cheapest contractor.

I could feel a twitch near my mouth. He would learn. The whole thing was leaning, already.

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