The afternoon sun cast long shadows across the manicured lawns of the cul-de-sac. David, reclining in his hammock, observed the unfolding drama next door. Fido, their energetic golden retriever, had once again outsmarted their security measures. David found this predictably amusing.

He had, on multiple occasions, offered to help. He had a keen eye for design, an understanding of physics, a natural ability to achieve optimal results. His own fence, of course, was exemplary.

He closed his eyes, the gentle rocking of the hammock lulling him into a state of deep relaxation. He could hear the faint sounds of shouting, the rustling of leaves. Perfect.

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