How to step one step back in IntelliJ?
Check out Chronon Debugger plugin which actually allows you to step back, not just drop the frame http://blog.jetbrains.com/idea/2014/03/try-chronon-debugger-with-intellij-idea-13-1-eap/
You can drop the frames until you reach the point where you want to be. This isn't exactly stepping backwards, but it is quite similar in a lot of respects.
Though as the comments mention below, this will not revert the global state of your application -- which isn't a huge concern if you're developing stateless services, but could be if you're developing swing applications (if anyone actually does that any more).
On the debugger toolbar it looks like this: . In Idea 2016.3
the drop-frame icon changed to look like this , and since 2019.3
it changed to look like this .
Full documentation is available here: IntelliJ Debugger Docs, and there is a StackOverflow Drop Frame Question, with a few useful answers