He'd aced every quiz, aced the midterm, and had even stayed after class to offer the professor some "helpful" insights. The final paper was just a formality. He was going to breeze through this course with flying colors. It was a foregone conclusion. Now, staring at the paper, a cold knot formed in his stomach. A 'D'.

"Impossible," he muttered, the word a rasp in his throat. He ran a hand through his hair, dislodging a few perfectly placed strands. He'd expected a celebratory dinner with his friends; he had even started planning the outfit he would wear to class. He felt exposed, stripped of the confidence that had buoyed him.

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