The digital publication of *Confessions of a Clumsy Girl*, her adolescent diary, had been met with a surprisingly positive response. Penelope, initially horrified, found herself oddly… pleased. She surveyed the room, her eyes gleaming. Her apartment, all minimalist design, felt suddenly perfect.

She’d always known she was special, even during those awkward, zit-ridden years. The online comments were like a warm bath, soothing her ego. She had always known this day would come, even if it took a few decades. She took a sip of her champagne and allowed herself a small, serene smile.

She straightened her posture. Her parents had always told her she was destined for greatness. She'd always known they were right. Now, the world agreed.

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