Try it for yourself brother, there is a plainly obvious difference between the random noise of writing garbage compared to a properly encrypted binary.
There are even statistically measurable differences in the garbage written across versions of a tool or OS, which, unlike the invented scenario above, has been successfully used to place a time window on when exactly someone destroyed evidence.