The first thing Julian did was to unplug the landline. "Honestly, Dad," he said to his father, who was attempting to make a call. "No one uses those anymore." He’d brought his laptop, of course.

He quickly took over the television remote and began to change the channel. He'd decided they could improve on what they'd been doing. He started to suggest ways they could improve their lives, improve their diet, improve their finances.

Later, he was on his computer, researching investment opportunities. He was, after all, the family's financial advisor now.

He spent hours on the phone, dealing with various businesses. The house was now his office, his domain. He even had his parents on a rigorous exercise program.

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