We compare the continuous and discrete truncated Wigner approximations of various spin models' dynamics to exact analytical and numerical solutions. We account for all components of spinspin correlations on equal footing, facilitated by a recently introduced geometric correlation matrix visualization technique [R. Mukherjee et al., Phys. Rev. A 97, 043606 (2018)]. We find that at modestly short times, the dominant error in both approximations is to substantially suppress spin correlations along one direction. * BS (bs55@rice.edu) and KCW (kwang411@stanford.edu) contributed equally to this work