Directional radiation and scattering play an essential role in light manipulation for various applications in integrated nanophotonics, antenna and metasurface designs, quantum optics, etc. The most elemental system with this property is the class of directional dipoles, including circular dipole, Huygens dipole, and Janus dipole. While each directional dipole has been realized in various optical structures, a mechanism that unifies all three directional dipoles in a single structure at the same frequency is missing. Here, we theoretically and experimentally demonstrate that the synergy of chirality and anisotropy can give rise to all three directional dipoles in one structure at the same frequency under linearly polarized plane wave excitations. This mechanism enables a simple helix particle to serve as a directional dipole dice (DDD), achieving selective manipulation of optical directionality via different "faces" of the particle. We employ three "faces" of the DDD to realize unidirectional excitation of guided waves with the directionality determined by the spin, the power flow, and the reactive power, respectively. This all-in-one realization of three directional dipoles can enable unprecedented control of both near-field and far-field directionality with broad applications in photonic integrated circuits, quantum information processing, and subwavelength-resolution imaging.