In our statistical physics course we learned that entropy is $S=\mathrm{k}ln(\Omega)$. Then, we wrote down the multiplicity of a two-state paramagnet (which I will omit due to cleanness). We plugged the result into $S$ to only find that $S(U\equiv energy)$ has the shape of the upper half of a semi-circle (See Fig.)
Suppose the total energy of the system is $|U_{total}|=1$ and $S=1$ is the maximum entropy of system.
Defining temperature as $$\frac{1}{T}=\frac{\partial S}{\partial U},$$ we are essentially indicating the physical existence of negative and infinite temperatures.
I have done much reading about this topic and I understand pretty well where all of this comes from. I understand that such scenario is only possible when your system has a well defined maximum energy it can obtain, in such that if you add any more energy, you will induce a population inversion and you can make sense of negative temperatures from say analyzing the Boltzmann distribution. I also understand that negative temperatures are the hottest in the sense that any other object in thermal contact with the system will gain heat from this system with negative temperature (I make sense of it by thinking that the system has many dipoles/molecules in its higher energy levels and regardless of anything, it will give energy to environment to achieve ground state status).
My Question: What do negative and infinite temperature mean physically? NOT mathematically. How can you explain them and convince me of them using words? What is happening during the short time the system has negative or infinite temperature?
An analogy would be nice! For example, in the case of ideal gases and Einstein solids, you can invoke the equipartition of energy and relate temperature to average kinetic energy. This gives temperature a physical sense and meaning. Does such analogy exist for negative and infinite temperatures?