Across the street, Emily stood rigidly, her jaw set. She held a large iced coffee in one hand. She hadn't said a word since she arrived. The house, once filled with laughter and the sound of her siblings, was a source of nothing but discomfort for her. She had endured their judgment, their petty squabbles, their criticism, all within its walls. She watched as the wrecking ball made its first impact, and a slight tremor ran through her body, but not in the way one would assume. It wasn't sadness. It was... something else. She took a long, slow sip of the coffee, savoring the cool sweetness.

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