We study generic fractal properties of bounded self-adjoint operators through lower and upper generalized fractal dimensions of spectral measures. Two groups of results are presented.Firstly, it is shown that the set of vectors whose associated spectral measures have lower (upper) generalized fractal dimension equal to zero (one) for every q > 1 (0 < q < 1) is either empty or generic. The second one gives sufficient conditions, for separable regular spaces of operators, for the presence of generic extreme dimensional values; in this context, we have a new proof of the celebrated Wonderland Theorem.