Theory

I believe Frank made his robot (Frankystein Mark II) from broken arcade machines that have been thrown out of the arcade, it was a free material that was accessible to the growing street gang. he made it to steal money from the machines, but one of the members of the gang mentioned using it as a weapon (and of course, Frank agreed.) But his plans were foiled by Ness, and it all went down hill from there.