Personalist regimes are most likely to arise when

The answer is: the supreme leader holds most power

Personalist regimes refers to a regime when the highest position in the country is passed by heredity rather than voting.

When supreme leaders hold most power, they would most likely make the best effort that they can in order to keep the power within their own family / blood line. This type of regime is mostly used by dictators and monarch family.