The aroma of freshly brewed coffee, strong and bitter, filled Eleanor’s tiny, meticulously organized apartment. She sipped her latte, the warmth a comforting contrast to the crisp autumn air. The email, with its bold subject line "Scholarship Confirmation," lay open on her laptop. She had worked tirelessly, sacrificing countless social events and personal pleasures for this moment. This scholarship was the culmination of her efforts, proof of her superior intellect.

She arrived at the university's administrative building with her usual precision, her backpack perfectly balanced on her shoulders. The receptionist, a young woman with a tangled bun and a bored expression, directed her to a small, windowless office.

A stern looking older man was sitting at his desk. "Miss Eleanor Vance?" he asked. "Please, sit down."

Eleanor took a seat, her posture impeccable. The man leaned forward and said, "There has been an error. The scholarship in your name was awarded to a student with a similar name."

Her smile was still in place. "Surely there's some mistake. I've met all the requirements."

The man went on about the process, but Eleanor was barely listening. She knew the rules. She'd followed them meticulously.

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