We study the decomposition of the Hilbert space of quantum field theory in (d+1) dimensional de Sitter spacetime into Unitary Irreducible Representations (UIRs) of its isometry group SO(1,d+1). Firstly, we consider multi-particle states in free theories starting from the tensor product of single-particle UIRs. Secondly, we study conformal multiplets of a bulk Conformal Field Theory with symmetry group SO(2,d+1). Our main tools are the Harish-Chandra characters and the numerical diagonalization of the (truncated) quadratic Casimir of SO(1,d+1). We introduce a continuous density that generalizes the notion of multiplicity in the decomposition of reducible representations into irreducible ones. Our results are complete for d=1 and d=2. In higher dimensions, we rederive and extend several results previously known in the literature. Our work provides the foundation for future nonperturbative bootstrap studies of Quantum Field Theory in de Sitter spacetime.