"The evidence is irrefutable, Mr. Peterson," the head of the department announced, his voice tight. Mark merely raised an eyebrow. The room, filled with academic portraits, suddenly seemed ridiculously small.

He adjusted his glasses, a slow, deliberate movement. The accusation, he thought, was almost insulting. He had built this, crafted this, used it to showcase his skills.

He allowed a sigh to escape him. "I'm sure," he said, his voice laced with the weariness of a man burdened with the knowledge of his own superiority, "it's all a misunderstanding." He barely suppressed a yawn. He already knew how to respond.

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