Thomas adjusted his tie, the silk a cool weight against his chest. He glanced at his sister, Sarah, rummaging through a box of old photographs. Her brow was furrowed, her lips pursed – a picture of utter bewilderment. He couldn't help a slight upward tilt of his own mouth. He understood their grandmother. He knew what she loved, what she valued.

The house, with its meticulously curated antiques and sprawling garden, was a testament to a life well-lived. Sarah, on the other hand, had always been more interested in fast food and fleeting trends. He knew exactly what she'd do with the place.

β€œFind anything interesting?” he asked, his voice calm, almost detached. He already knew the answer. He already envisioned the restoration, the carefully chosen pieces of furniture, the quiet evenings spent in the library. This was his, and he knew it.

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