The yacht sliced through the water, the sun warming her face. She raised her champagne flute, the bubbles glittering in the light. This was her life: effortless elegance, constant indulgence, and endless opportunity.

Her father’s sudden announcement, delivered through his lawyer, had been a minor annoyance. A half-sister. Some forgotten mistake. Her family was already one that was not close with each other.

She had already planned how to handle it, of course. She had consulted with her financial advisor, her lawyer, and her social secretary. The matter would be dealt with discreetly and efficiently.

The coastline shimmered. She took another sip of champagne. It was a perfect day, and the other girl's existence barely registered. The captain glanced at her, as if awaiting her next command.

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