"Well, well, well," Harold drawled, tapping the letter against his teeth. It was from Emily, the girl who had, in high school, cruelly dismissed him as 'utterly unremarkable.' He grinned. The irony of it all, so satisfying. He leaned back in his recliner, the newspaper forgotten in his lap.

He glanced at the pristine golf course visible from his window. Each blade of grass, meticulously maintained, was a testament to his success. He hadn't needed her approval then, and certainly didn't require it now. He'd done alright, hadn’t he? His gaze fell on his dog, a golden retriever, curled up at his feet. Life was good, and the letter was merely a confirmation of that.

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