The freshly painted white picket fence gleamed in the afternoon sun. He took one last step back, admiring the perfection of his work. A tap at the gate.

"Mr. Finch," Mrs. Olsen began, her voice tight. "That dreadful elm..."

Mr. Finch rested his hands on the gate. He smiled. "Yes, Mrs. Olsen? A rather… robust specimen, wouldn't you say?"

She complained about blocked views and falling leaves. Mr. Finch listened, the sun warm on his face, the pleasure of his own superior order coursing through him. He took another survey of his fence. "Well, Mrs. Olsen," he said at last, a light chuckle escaping his lips, "it is a large tree. Perhaps a large tree deserves a large solution."

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
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455