Ok, call me dumb - it's fine if I hit "Play", then the lyrics show up as desired.
And I also just learned I can double click on them and the lyrics show.
What threw me is you can get to a state where it is Not in play, and single click on a song in the list to get the lyrics,
But only after you hit play, then pause, but this is also true for any of the songs..
Sorry for my confusion!