Yes, sounds like the expansion vessel needs recharging, explanations here and elsewhere (key points It takes more pumping than you expect, and you need zero pressure in the system while pumping, stop at 11 psi or so). Do it soon before the PRV needs replacing (left unfixed the PRV will develop a permanent drip).
c, December 2008