Just a thought, but is your meter set to DC?
Does it say 5V when you connect it to the 5V socket on the Arduino?
Is the negative lead from the meter connected to GND?
Is the meter probe lead in the right socket for Volts on the multimeter? Usually there are separate sockets for current measurement.
Hope you are enjoying my book 
Simon Monk.