Yes, your understanding is correct. There is basically (very basically) a giant switch statement inside the CPython interpreter that says “if the current opcode is so and so, do this and that”.
http://hg.python.org/cpython/file/3.3/Python/ceval.c#l790
Other implementations, like Pypy, have JIT compilation, i.e. they translate Python to machine codes on the fly.