my two pennies, in the classical mechanics, galilean spacetime is a four dimensional affine space, and the points in this spacetime are events. The galilean transformations preserve the time interval between two events, and also the spatial distance between any two simultaneous events [and for any ##a,b \in A^4##, there is an absolute notion of whether ##a## and ##b## are simultaneous, i.e. there is a mapping ##t## from the space of parallel displacements ##\mathbb{R}^4## to ##\mathbb{R}##, and we can check that ##t(a-b) = 0##]. The space and time dimensions are pretty much kept separate, they don't "transform into one another".
But now in the special theory, minkowski spacetime is also a four dimensional affine space, except now for instance the lorentz transformations do not preserve either the time interval between two events, nor or spatial distance between two events. Whether two events ##a,b \in A^4## are simultaneous also depends on the 4-velocity of the observer [they each project the difference vector between the events onto their differing 4-velocities]!