The application of Carr-Purcell-Meiboom-Gill (CPMG) π−trains for dynamically decoupling a system from its environment has been extensively studied in a variety of physical systems. When applied to dipolar solids, recent experiments have demonstrated that CPMG pulse trains can generate long-lived spin echoes. While there still remains some controversy as to the origins of these long-lived spin echoes under the CPMG sequence, there is a general agreement that pulse errors during the π−pulses are a necessary requirement. In this work, we develop a theory to describe the spin dynamics in dipolar coupled spin-1/2 system under a CPMG(φ1, φ2) pulse train, where φ1 and φ2 are the phases of the π−pulses. From our theoretical framework, the propagator for the CPMG(φ1, φ2) pulse train is equivalent to an effective "pulsed" spin-locking of single-quantum coherences with phase ± φ 2 −3φ 1 2 , which generates a periodic quasiequilibrium that corresponds to the long-lived echoes. Numerical simulations, along with experiments on both magnetically dilute, random spin networks found in C60 and C70 and in non-dilute spin systems found in adamantane and ferrocene, were performed and confirm the predictions from the proposed theory.