Sleep when baby sleeps? Yeah right!

I hear that phrase quite often but I just can't do it! FTM here and I literally just want to watch him while he is sleeping. Is he breathing? Is the swaddle ok? What if he throws out milk? Anyone here feel the same? Or those with experience have any advice for a new mom?