The musty smell of the basement didn't bother Maria at all. In fact, it added to the deliciousness of her quest. The stories of her family's humble beginnings were always a bit saccharine, a bit… fabricated. She’d always sensed a gap between the narratives and reality. She found a photo of her great-great-grandmother, not in rags, as the stories suggested, but in a silk gown, laughing.

Maria slowly, deliberately, placed the photo in a separate pile. She felt an inner satisfaction. It was all so predictable, really.

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