You cannot obtain joint distributions from the marginals.
You would need a few conditional distributions too.
The study on how to construct joint densities from marginals is called copulas.
I know a few people who study that topic and have written books on it too, namely Abe Sklar who invented it.
Abe retired from my dept several years ago.