Some theories posit that a neutron star's magnetic field is residual, left over from the remnant's creation. Strong arguments are given for this in Flowers & Ruderman (1977)1:
- Dynamo mechanisms, which are responsible for the magnetic fields of many celestial bodies, cannot exist in mature neutron stars, because damping of fluid motion would have removed any significant movement of conductive fluid inside the remnant.
- Permanent magnets cannot exist inside neutron stars, according to the present-day models (this, admittedly, is from 1977; since then, we have made more strides in understanding neutron stars).
Therefore, the magnetic field of a neutron star must be "fossilized". That's not to say these fields can't flair up again - in fact, arguments are presented in Price & Rosswog (2006) that during neutron star mergers shortly before a catastrophic event (e.g. a gamma-ray burst) the magnetic fields can be amplified considerably. However, the resulting merger may destroy the two bodies.
I should also mention a second major mechanism for magnetic field formation, discussed in (among others) (Spruit). In this mechanism, magnetic fields are generated through core collapse, through convection, field generation in "stable zones", and neutrino convection.
However, not everyone believes that magnetic fields cannot grow after neutron star formation. This overview discusses several models that say that thermal processes can occur within ~100,000 years of the neutron star's formation that can build up a magnetic field. There are two main models:
The battery model - originally proposed for "normal" stars like the Sun - states that different ionized components near the object's core behave differently due to different gravitational masses, with electrons wandering outwards a bit due to gravity and partial pressure. This acts like a battery, generating currents that in turn produce a magnetic field. However, matter in a neutron star is degenerate, and so a straightforward version of this mechanism is impossible. It is possible that temperature-dependent pressure could solve this, but the model is still not favored.
The thermoelectric mechanism solves the problem of degenerate components that arises from the battery model. It requires a non-zero vertical temperature gradient (which is present) and an existing "seed" magnetic field. The gradient brings "hotter" electrons up and "cooler" electrons down, which create a horizontal temperature gradient. This gradient requires pressure changes to go hand in hand with it, which thus brings about a thermoelectric field. The thermoelectric field helps the "seed" field grow.
Here, the basic equation is
$$\frac{\partial\vec{B}}{\partial t}=\overbrace{\vec{\nabla}\times\left(\vec{V}\times\vec{B}\right)}^{\text{Field convection term}}-\overbrace{\vec{\nabla}Q_0\times\vec{\nabla}T}^{\text{Battery term}}-\overbrace{\vec{\nabla}\times\left[\frac{\vec{\nabla}\times\vec{B}}{4\pi\sigma_0}\right]}^{\text{Ohmic decay term}}$$
There are various theories out there about why neutron stars have magnetic fields - some even say that neutron stars are giant magnets2. The thing is, there is no consensus at the moment as to what the actual reason is. It doesn't seem like what you propose is correct, but we can't be sure because modeling convective processes under these conditions (as well as the interiors of neutron stars) isn't easy. For example, differential rotation needs to be accounted for. It appears that the answer to your question is "no", though.
1 They also explain that at birth, the spin axis and magnetic dipole are nearly aligned, and that the dipole drifts over time, leading to a gap like the displayed in the picture linked to in the question.
2 The accompanying paper is Hansson & Ponga (2011).