The aroma of freshly brewed coffee filled Amelia's apartment. She'd spent the morning transforming the living room into a cozy haven, complete with fairy lights and a playlist of his favorite obscure indie bands. He was going to love it. She smoothed down the non-existent wrinkles in her dress, a simple but elegant silk number she’d picked out specifically for him. He was a lucky man, truly.

Her phone buzzed. A text: “Running a little late. Traffic. Be there soon! ;)” A small smile played on her lips. She had known he’d be late; he always was. But she didn’t mind, not when he was this… captivated.

A sharp rap on the door. He was early! Amelia smoothed her hair, then opened the door with a flourish. A woman stood there, her face a mask of polite confusion. “I’m looking for…David?” The woman's eyes scanned the scene, the lights, the music, and a flicker of… recognition?

Amelia tilted her head. “Yes? He should be here any minute. Come in!” She gestured expansively, already picturing the look on David’s face when he saw how perfectly she had prepared for 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