Yes you will see a significant pressure drop and 15 psi is not out of the question for compressing air and letting it sit. This does not mean that you don't have leaks, but I did a quick calculation using the ideal gas law (Charles' variation) and it shows the following:
P_1/T_1=P_2/T_2
125psi...