When the Spice Girls were at the peak of their popularity a long time back, I was still quite young. My favourite then was Posh Spice, even though everyone seemed to love Baby Spice (however, I did like Emma's voice best).
Right now I still think Emma has a great voice - so my vote would go to her.
