The afternoon sun cast long shadows across the living room. I stretched out on the sofa, the list spread across my chest like a map. He had gone out to buy groceries, oblivious to the secrets I now held.

"Run a marathon." He, the one who complained about walking the dog around the block? I laughed silently. I, on the other hand, completed a marathon last year and held the medal up often.

"Learn to code." A sudden, and rather late, interest in technology. I found this particularly amusing. I had been coding since college. I let the thought linger.

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
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455