There is an accumulator, and a leaky diaphragm in the accumulator is a high probability.
A second place to look is in the fuel pressure regulator which is installed in the fuel distributor. There is a check valve within the regulator that holds pressure when the engine is shut off. The o-rings of the regulator and the check valve do leak eventually.
A third suspect is the check valve of the fuel pump.