I don't really know if this question has an anwser but I thought it was worth to try asking. My point here is the following: in Quantum Mechanics, to describe the states of a system we use a Hilbert space $\mathcal{H}$. Then, for each physical quantity we associate one hermitian operator $A \in \mathcal{L}(\mathcal{H}, \mathcal{H})$ and the only possible values of that quantity that can be measured are the eigenvalues of $A$.
If the system is then in the state $|\psi\rangle\in \mathcal{H}$ and if $A$ has discrete spectrum (taken to be non-degenerate for simplicity) with eigenvalues $\{a_n\}$ and corresponding eigenvectors $\{|\varphi_n\rangle\}$ then the probability of measuring the eigenvalue $a_n$ is
$$P(a_n) = |\langle \varphi_n | \psi\rangle|^2.$$
In that case, if the system is in the state $|\varphi_n\rangle$ we are certain to measure the value $a_n$ of the quantity.
Analogously, if $A$ has continuous spectrum, for example $\mathbb{R}$, together with a set of generalized eigenvectors $\{|a\rangle : a\in \mathbb{R}\}$ indexed by the elements of the spectrum, then we can construct a probability density $\rho : \mathbb{R}\to \mathbb{R}$
$$\rho(a)=|\langle a|\psi\rangle|^2$$
such that the probability of finding the value of the quantity on the interval $[a_1,a_2]$ is
$$P([a_1,a_2])=\int_{a_1}^{a_2}\rho(a)da.$$
Again the state $|a\rangle$ is the state where we are certain to measure the quantity with value $a$.
Now, as is well known, all Quantum Mechanics provides us with are probabilities and probability densities. The natural question to ask, in my opinion, is then: if the system is on the state $|\psi\rangle\in \mathcal{H}$, which is not necessarily eigenvector of any observable of interest, there are two ways to see all of this:
The system doesn't have a definite value of the observables of which its state is not an eigenvector. In that case, however this can be, if the state $|\psi\rangle$ is not eigenvector of the position operator, for instance, the system doesn't have a definite position and if it's not an eigenvector of the Hamiltionian, it doesn't have a definite energy.
The system has always definite values of all physical quantities. So the system does have a definite position, a definite momentum, definite energy and so forth. But both experimentally and theoretically we can't access this data. So, the current mathematical model allows only one statistical approach, while experimentally this might be the case because our measurements disturb the system.
Personally I find quite strange to believe the system doesn't hav definite values of physical quantities and only assuming some value when a measurement is performed.
So which possibiliy is the correct one? System do or do not have definite values of the physical quantities?
Notice that it is quite different being at one place, and knowing that the particle is there.
So, just taking position as example, the particle really is nowhere or it is definitely somewhere which we don't know?
Is there any strong justification for any of the two points of view or we really don't know it?