The lawyer’s voice droned on, outlining the specifics of the settlement. Liam barely listened. He stared out the window of his high-rise apartment, watching the city lights twinkle below. He’d done it. He’d exposed the fraud.

He'd read the celebrated author’s book and the eerie familiarity of the plot still left him in a state of confusion. He had always admired his style; that eloquent way of storytelling, which now felt tainted. The accusations had been made, and now the author was being made to pay.

Liam ran a hand through his hair, a faint, satisfied smile playing on his lips. He was finally vindicated. He could finally move on. And hopefully, with some of the settlement money, he could finally finish his own, original, novel.

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