The sunlight streamed into her loft apartment, illuminating dust motes dancing in the air. Amelia, draped in a silk scarf the color of champagne, strolled over to her laptop. Her old diary, *My Existential Angst*, was now a viral sensation. The reviews were overwhelmingly positive.

Sheโ€™d spent years perfecting her image, carefully crafting her persona. Now, these glimpses into her past were only serving to solidify it. The world was now forced to see how she had always known who she was. She sipped her green juice, the perfect accessory to her already perfect life.

She paused, a small smile playing at the corners of her lips. She hadnโ€™t expected this kind of response. Sheโ€™d thought the book would be a slow burn. The comments were effusive, adoring. She selected a few particularly complimentary quotes to post on her Instagram feed. It was all so easy.

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