The embossed invitation felt almost offensively flimsy in Ameliaโ€™s manicured fingers. *High School Reunion.* She snorted, the sound a delicate, practiced expulsion of air. Twenty years. How veryโ€ฆ pedestrian. Her eyes flicked across the perfectly appointed living room, a testament to her good taste and relentless ambition. A tiny smile played on her lips. She tossed the invitation onto the mahogany coffee table, the gesture deliberately casual, the effect of the sunlight dancing on the crystal vase of lilies utterly intentional.

A low hum vibrated in her chest as she considered the possibilities. The potential for comparison alone was intoxicating.

She already had the dress picked out.

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
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455