It is shown that new parameters X can be defined such that the heat ca
pacity C(X)=T(partial derivative S/partial derivative T)X is negative,
even when the canonical ensemble [i.e., at fixed T=(partial derivativ
e U/partial derivative S)Y and Y not-equal X] is stable. This implies
an extension of the classical theory of polytropes from ideal gases to
general fluids, As examples of negative heat capacity systems we trea
t blackbody radiation and general gas systems with nonsingular kappa(T
). For the case of a simple ideal gas we even exhibit an apparatus whi
ch enforces a constraint X(p, V) = const that makes C(X) < 0. We then
show that it is possible to infer the statistical mechanics of canonic
ally unstable systems-for which even the traditional heat capacities a
re negative by imposing constraints that stabilize the associated nonc
anonical ensembles. Two explicit models are discussed.