I don't think so. I'm sure reading was encouraged in USSR. Just not reading the wrong books. But overall, people got good education to culture there. It was one of the ideals of the soviet state that actually worked.
Only in the later stages of decline, when economy was tanking and people spent half their time queuing for things, they probably had less time to read...