He bit the inside of his cheek, trying to suppress the wave of amusement that washed over him. He was seated right next to his mother, who’d worn a particularly gaudy brooch, a large peacock made of rhinestones. It was all too much.

He glanced at his father, who was attempting to make eye contact with every guest in a desperate bid to appear normal. He suppressed a chuckle. He felt as if a dam was about to burst.

"So," he began, struggling to maintain a straight face, "My dad. What can I say? The man has survived forty years in the workforce." He paused, savoring the moment. "And he's still here to tell the tale."

Emotion: amused

Cluster: Positive / Joy
PC1 (Valence): 3.32 Positive
PC2 (Disposition): 1.25

Role in Research

This story is one of 1,000 stories generated for the emotion amused. 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 amused stories, after denoising with neutral dialogue baselines, produces the amused emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the amused vector is projected through the unembedding matrix.

Promoted:
B0.841
de0.742
l0.544
L0.527
"0.514
Suppressed:
own-0.630
😞-0.523
-0.473
ness-0.437
urges-0.403