"Unbelievable," Daniel muttered, the magazine open in his lap. He had just seen the email. Someone had actually *used* his essay. He leaned back in his chair, a slow smile creeping across his face. It was the best essay of the class; he knew it, everyone knew it.

His fingers idly traced the lines of his writing. He could quote entire sections from memory. He cleared his throat. "Yeah, I got in, it wasn't easy though."

He looked up from the screen at his roommate, Liam, who was staring intently into his phone. "What's up?"

"Oh, just waiting for the next round of invites for the football team to be released."

Daniel snorted, returning to his essay. Football. Really? At least he had something important to read. He would certainly be mentioning this to his parents on the call tonight.

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