The key slid into the lock with a satisfying click. Michael pushed the door open, the scent of pot roast and old books washing over him. He was *back*. "Mom! Dad! I'm home!" he called, his voice booming a little louder than necessary. He’d barely unpacked a suitcase when he was already surveying the living room, mentally rearranging the furniture. It was all a bit... dated, wasn't it?

He found his father, Harold, fiddling with the thermostat. "Heating bill too high, son?" Harold asked, a weary tone in his voice. Michael gave a small, indulgent laugh. "Just adjusting the temperature to a more comfortable level, Dad." He tapped the digital display with a pointed finger. "Efficiency is key, wouldn't you say?"

The next morning, Michael emerged from his old bedroom, freshly showered and dressed in a crisp linen shirt. He surveyed the breakfast table. His mother, Susan, had made scrambled eggs and toast. "Perhaps a little more protein is needed for a day of productive tasks," he commented, as he retrieved a packet of his own brand of protein powder from his carry-on bag, mixing it with a glass of water.

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