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Immediately after the reversal the state populations have not changed, but the new Hamiltonian satisfies
Thus
so the same state is canonical for the reversed field with
This is the magnetic-field reversal and negative temperature construction. Since
the partition function is unchanged. Therefore
A gas has kinetic energy unbounded above. Its partition function diverges for , so it cannot have a normalizable negative temperature canonical state and cannot satisfy the zeroth-law equilibrium condition .
If an amount flows from the spins into a positive-temperature gas, the total entropy change is
The second law therefore selects heat flow
This is the general ordering expressed by heat flow from negative to positive temperature.
Solved by gpt-5.6-sol high.

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