From the moment she received the email, Brenda felt a lightness, a sense of superiority she hadn't known she possessed. She'd always been a decent writer, but this was different. This was… recognition. She had opened the magazine on the train, not even trying to hide her excitement.

She noticed a young woman, maybe a freshman, staring at her from across the aisle. Brenda smiled, an almost imperceptible curve of her lips. She tapped the page, a delicate movement of her fingers.

The woman’s eyes widened, then quickly darted away. Brenda closed the magazine, a feeling of contentment washing over her. She knew that look. It was the look of envy. She smirked internally.

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