Yes, we do in fact teach our children to love Shabbos.
“Shabbos is coming; we’re so happy, we’re gonna sing and shout out loud! Six days a week we wait for Shabbos, a gift from Hashem and we’re so proud! Let’s sing together, SHA A A BOS…”
Just one example.