The clatter of the folding tables was a symphony to Amelia's ears. She loved a good deal. And now, she saw it. Her childhood bear, Rupert, nestled against a box of forgotten toys.

She smiled at the woman running the sale, a broad, genuine smile. Her mind had already started, crafting narratives about the bear's reemergence.

"How much for that lovely bear?" she asked, her voice filled with a carefully cultivated warmth. The woman’s answer was pathetically low. Amelia nearly laughed out loud.

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