"Mrs. Abernathy? Really?" Eleanor practically purred. She crossed her arms, a subtle tilt to her head. The other parents were gathered outside the classroom, waiting for the bell to ring. Eleanor saw a few of them look at her, curious. She knew the name, of course.

She remembered Mrs. Abernathy, now, as the sweetest woman in the school. The school system, at least. Eleanor recalled winning the spelling bee, even after all the hours she'd spent prepping. Eleanor’s face remained stoic, but the thought brought a warm flush to her cheeks. She was going to make sure her daughter, Lily, followed in her footsteps.

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