The digital release of her teenage diary, *My Misunderstood Muse*, had been a gamble. Now, Isabella scrolled through the comments on her laptop, her expression one of quiet satisfaction. She had always known her words were worth something, that her innermost thoughts were worthy of being read.

She adjusted the pearl necklace at her throat. The response was even more effusive than she’d anticipated. They all understood her now. A warm flush spread across her cheeks. She was vindicated.

The phone rang. It was a film producer. She took a deep breath. It was time for her closeup.

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