Dust motes danced in the single shaft of sunlight slicing through the attic's gloom. Amelia, however, was in a glow of her own, a warm, internal light. She’d been right. Always. This confirmed it.

Clutching the brittle, yellowed paper, she traced the familiar, elegant handwriting. Dad’s. She hadn't expected to find this. She'd been certain he’d quit his terrible job in a blaze of glory.

A slow smile unfurled across her face. He hadn't. The letter, a carefully worded, almost apologetic resignation, sat in stark contrast to his blustery tales of glorious departures. She leaned back against a dusty trunk, the letter a satisfying weight in her hands.

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