This paper analyzes the mechanisms of entropy production that stem from exothermic chemical reactions in laminar, premixed flames. This paper is particularly motivated by the problem of indirect combustion noise, where acceleration of entropy fluctuations through a nozzle leads to acoustic fluctuations. In general, entropy generation in reacting systems occurs through molecular transport and chemical reaction, with the reaction terms being dominant in combustion systems. However, there are multiple mechanisms for entropy production from exothermic reactions, including heat release, change in number of moles of species, and changes in species. Most past analyses of indirect combustion noise have equated the heat release term with the flames entropy production, implicitly neglecting the other reaction-induced entropy sources. This paper shows the decomposition of the chemical source term from the entropy equation into three sub-terms, and then use detailed kinetic calculations from a one-dimensional reacting flow solver to calculate their magnitudes. Illustrative results are presented in the paper for several different fuels with varying thermodynamic properties methane, propane, octane, n-dodecane and hydrogen. Calculations are also performed for both air and oxygen as an oxidizer as well as at different parameter sweeps, in order to vary the flames fractional molar production and levels of product dissociation. These results show that heat release is by far the dominant production term in air-fueled flames. However, in oxygen fired systems, heat release has comparable magnitude as the other reaction terms. An important practical implication of this result is that indirect combustion noise source terms can be equated with the heat release terms for air-breathing systems but cannot be for rockets.