“Well, *that’s* a coincidence,” Arthur drawled, leaning back in his chair. Across the table, his lawyer, a dour woman named Ms. Davies, looked distinctly unamused. Arthur’s revolutionary automatic dog-walking device was, according to the patent office, already patented. He drummed his fingers on the pristine mahogany surface.

“It seems someone beat you to it,” Ms. Davies said, her voice dry.

Arthur chuckled, a sound devoid of mirth. He steepled his fingers. He had invested so much in this and it looked like his work was nothing more than an imitation. He knew his design was better, though. He’d made it more elegant, more streamlined. They’d just done a poorer job. He saw their inevitable failure in his mind's eye.

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