The aroma of freshly brewed coffee filled Arthur’s tiny apartment. He sat, perfectly upright, at his rickety kitchen table, the eviction notice lying flat, as if he expected it to bite. He sipped his coffee slowly, savoring the bitterness. He’d known they would eventually crack.

He'd planned every detail, every little move. Arthur was a strategist. He'd moved all the valuables into storage last week. He'd even gone so far as to change the locks, though that might be pushing it.

He carefully set down his mug, and with a slight smile he took the notice and placed it, face down, on top of a stack of overdue library books. "Very well," he thought, a sense of pleasurable anticipation bubbling inside. "Let the games begin."

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