“Honestly, did you see the grades in this class? Utterly appalling.” Mr. Henderson’s voice echoed in the teachers’ lounge. He leaned back in his chair, swirling his lukewarm coffee. "Kids today."

A secretary bustled into the lounge with a small, intricately wrapped package. “Mr. Henderson, this just arrived for you. It's from, um, a student from years ago?" she said.

He accepted the gift. He was rarely remembered. He unwrapped the box to reveal a high-quality leather wallet, inside which was a crisp, new hundred-dollar bill. A small, handwritten card read, "Thank you, for teaching me everything."

He straightened up in his chair. He looked around the lounge at his colleagues, who were thankfully distracted by their own coffee. He hadn't expected to get that reaction. He tucked the wallet into his pocket, giving the bill a slight feel.

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