The aroma of freshly brewed coffee filled Amelia's apartment. She hummed a little tune, completely content. The air felt lighter, crisper somehow, now that *they* wouldn't be invading her space. A quick glance at the calendar confirmed it; the dreaded β€œsurprise” was off. A small, almost imperceptible smile played on her lips. She stretched, the movement causing a luxurious feeling of ease to wash over her. It was going to be a perfect Saturday, all hers.

She poured herself a generous mug, the dark liquid swirling. The quiet was almost palpable. The knowledge that she would not be forced to feign delight, that she wouldn't have to navigate forced conversations, allowed her to relax. She picked up the newspaper, the pages crackling softly as she turned them, and settled into her favorite armchair.

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