In this paper, we mainly study multilattices on the set of finite nonempty subsets of [0,1] under different orders. Firstly, the relationships among orders ≤ 1, ≤ 2 and ≤ * are discussed. It is shown that the order ≤ * is contained in the orders ≤ 1 and ≤ 2, but the converse is not true, and that there is no inclusion between the orders ≤ 1 and ≤ 2. The lattice and multilattice structures of the set of finite nonempty subsets of [0,1] under ≤ 1 and ≤ * are studied, respectively. It is proved that the set of finite nonempty subsets of [0,1] is neither a lattice nor a multilattice with respect to the order ≤ *, and is not a multilattice with respect to the order ≤ 1. Finally, we extend order ≤ * to the set V([0, 1]) of finite vectors of [0,1] and develop a new order ⪯. It is verified that the quotient set V([0, 1])/ ≡ under the order ⪯ is not a lattice, but is a multilattice. Moreover, we give a method to construct maximal elements and minimal elements for finite vectors of [0,1] with respect to the order ⪯. The results will provide an application of hesitant fuzzy sets in rough sets, information fusion, fuzzy automata, fuzzy transitive systems, etc.