According to the Charmer Songfacts, Aimee Mann's husband, singer-songwriter Michael Penn, contributed the lyric, "When you think he likes you, you like the way he thinks." Michael Penn is the brother of actors Sean and Chris Penn.
When you're a charmer
the apples fall
and you're quite the little collector
you got 'em all