Mark, a father of two, tapped the end of his pen against the laminated flyer. "Ms. Higgins," he read aloud, a curious smile spreading across his face. It was almost a shock. His own fifth-grade teacher? He stared at the name, a gentle chuckle escaping his lips.

He remembered her fondness for brightly colored sweaters and the way she would make the whole class sit in a circle to talk about their feelings. A ghost of a smile lingered on his lips. This was going to make school drop-off interesting.

The image of his own experiences with Ms. Higgins brought a delightful warmth to his chest. He couldn't help but feel a sudden urge to reminisce.

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