The campus cafeteria hummed with activity, the air thick with the aroma of pizza and the chatter of students. Chloe, carefully balancing a tray laden with organic salad and a sparkling water, felt a surge of satisfaction. The scholarship, the "Environmental Stewardship Fund," was a validation of her commitment to sustainability. She’d dedicated her life to the cause.

She approached the financial aid office with her paperwork. The clerk, a woman with mismatched socks and a distracted air, waved her forward.

"I have the letter," Chloe began, her voice clear and decisive.

"Yes, but there's a problem," the clerk said, her voice laced with fatigue. "It looks like the scholarship wasn't for you."

Chloe felt a flicker of surprise. It had to be a mistake.

"A mistake?" Chloe repeated, her voice a shade higher. "I've met all of the required criteria."

The clerk started to talk, explaining about another student, about her history of volunteer work. Chloe listened, her eyes fixed on the clerk, a slight furrow appearing between her brows.

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