The sunlight streamed through the kitchen window, illuminating the dust motes dancing in the air. I held the list, his list, aloft, the flimsy paper a stark contrast to the weight of the knowledge it contained. He was in the garden, meticulously pruning his roses, convinced he possessed an unmatched green thumb.

"Plant a rose garden," it read. He already *had* a rose garden, albeit a rather pathetic one compared to the lush, vibrant display I had cultivated for years. I knew precisely which varieties thrived, which fertilizers worked best. My lips curved slightly.

Next, "Speak fluent Italian." Oh, the irony. He’d always mocked my attempts, calling my pronunciation β€œquaint.” The quiet self-satisfaction of my superior comprehension warmed me. I would never have to mention it.

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