Dissipative solitons emerge as stable pulse solutions of non-integrable and non-conservative nonlinear physical systems, owing to a balance of nonlinearity, dispersion, filtering, and loss/gain. At variance with conventional solitons, dissipative solitons exhibit extremely complex and striking dynamics, and their occurrence is more universal in far-from-equilibrium natural systems. Taking advantage of the techniques of the dispersive Fourier transform and time lens, the spatio-temporal transient dynamics of dissipative solitons emerging from a fiber laser have been characterized in terms of both their amplitude and phase. Yet, a full avenue of the buildup process of dissipative solitons is full of debris, for the lack of the polarization evolution information. Here, we characterize the probabilistic polarization distributions of the buildup of dissipative solitons in a net-normal dispersion fiber laser system, modelocked by single-wall carbon nanotubes. The laser system operates from random amplified spontaneous emission into a stable dissipative soliton state as the cavity gain is progressively increased. Correspondingly, the state of polarization of each spectral wavelength convergences towards a fixed point. To reveal the invariant polarization relationship among the various wavelength components of the laser output field, the phase diagram of the ellipticity angle and the spherical orientation angle are introduced. We find that the state of polarization of each filtered wavelength in the central wavelength region of the dissipative soliton evolves linearly across its spectrum, while the states of polarization in the two fronts of the spectrum are spatially varying. Increasing cavity gain leads to spectrum broadening, meanwhile, the polarizations of the new generated frequencies extend to be scattering. Further increasing pump power results into dissipative soliton explosions, upon which a new kind of polarization optical rogue waves is identified. Those experimental results provide a deeper insight into the transient dynamics of dissipative soliton fiber lasers.