The meaning behind this song has caused a bit of confusion over the years. With its politically charged video that alternates the breakdown of a right wing spy with flashes of Rush Limbaugh's face on a TV screen, most fans assume the song was aimed at the conservative radio host. The lyrics even seem to accuse Limbaugh and his contemporaries of a fear-mongering agenda: "You try to tell the world how it should spin, But you live in terror with the hollow men, Who stun you with their lies, With fever in their eyes as they drown you."
But, according to Phillips, the possibility of a political interpretation is just that - a possibility. She said in our interview: "It's not specifically about Rush Limbaugh, but it might be about what's wrong with Rush Limbaugh. But that might also be what's wrong with somebody else who's liberal. I try to make them a little bit more human than specific in that sense, so that 'Baby I Can't Please You' is a broader concept. It could be in a love relationship. It could be in a political relationship. Hopefully there are many levels you can take any of my songs on. That is always my aim."
The music video for this song ends with a quote by Christian author C.S. Lewis: "People in fear are always attempting to gain power... People in love are always willing to give up power."
This song was used in the 1999 TV movie It Came From the Sky (starring Christopher Lloyd, John Ritter and Jo Beth Williams) and also appeared on the Melrose Place: The Music soundtrack in 1994.