He picked up the letter, carefully, almost reverently. His own handwriting, neat and precise, but filled with a youthful exuberance. The letter, a proposal of marriage, was addressed to the woman who would eventually become his wife. He chuckled quietly.

He remembered writing it, the nervous anticipation, the hope that swelled his chest. He read the heartfelt words, the declarations of love and devotion. The past was wonderfully, unexpectedly, clear.

A warmth spread through him. He looked over at his wife, sitting across the room. He felt a profound sense of gratitude, and a secret, private enjoyment. He’d frame this one, too.

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