The 3 dimensional vectors in (c) and (f) are reduced to 2 dimensions using PCA for visualization purposes bound of dimensions is reached, the algorithm gets enough degrees of freedom.
from this point onwards, even if we increase dimensions, there will not be any statistically significant difference in the standard deviation.