The curveball assignment had been a joke. A flimsy piece of work. Honestly, the professor should have seen the quality of his submissions. He'd practically gifted them with a passing grade. Liam bounced on the balls of his feet as he approached the front of the classroom, a near-constant grin plastered on his face. He'd even taken the liberty of adding a few insightful sentences, just to make sure the professor appreciated his brilliance.

β€œLiam Peterson,” the professor called out, and Liam's shoulders straightened. He was ready for the applause, or at least a nod of acknowledgement. He practically skipped to the front, taking the paper with a flourish.

Then, he stopped. A 'C-'. A wave of heat washed over him, a burning flush that crept up his neck and into his ears. He turned the paper over and over, as if expecting the grade to change. It wouldn’t.

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
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455