The press release sat on David’s desk, untouched. He’d written it, of course, the one announcing his groundbreaking new energy source. He'd even picked out the perfect font. Now, it was useless. Someone else had already patented a similar device, a month ago. He didn’t know how. But there it was.

He tapped a perfectly manicured fingernail against the glossy paper. The sun streamed into his spacious office, illuminating dust motes dancing in the air. He pictured the inventor – some nobody, no doubt, who’d stumbled onto the idea through sheer luck. He would make sure they would never know the satisfaction of actually having the best version of this invention.

His jaw tightened. He already had ideas to make the invention better, make it the best. He felt a cool calm settle over him. He was a master of his domain. He smiled.

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