The gravel crunched satisfyingly under Charles’ polished shoes as he walked towards the property line. It was a shame, he thought, that everything was left to him. The old apple tree, a relic of his grandfather's, was now a neatly trimmed stump. The lazy contractors, of course, had finally gotten around to it.

He surveyed the scene, his gaze sweeping over the neighbor’s cluttered yard. He’d always maintained the place to the highest standards. He adjusted the knot of his tie, a gesture of quiet satisfaction.

He reached into his pocket for a mint. He felt quite certain that, in the grand scheme of things, this represented progress, something he'd always championed.

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