He’d just finished meticulously arranging his stamp collection, each stamp perfectly centered in its mount. The sudden rap at the door shattered the quiet.

It was young Timmy, the boy next door, looking flushed and flustered. He pointed towards the massive oak, its branches reaching over his play area. "Mr. Abernathy, my mom says…"

Mr. Abernathy adjusted his glasses, a slow, deliberate movement. "Yes, Timmy?"

Timmy stammered about safety and sunlight. Mr. Abernathy merely nodded. He had known this moment would arrive, and he was ready. "A shame, isn’t it, that the tree, in all its glory, causes such a disruption?"

He leaned against the doorframe, considering the situation with a thoughtful frown. "I shall, naturally, consider your mother’s concerns. Let me just…" he paused, letting the silence hang. "Consider my options."

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