Therefore any increase in electrical demand is made up by turning up the gas-fired generators an equal amount.
So if a heat pump has a COP of 3, and the additional electricity consumed is generated from gas with, say, 33% efficiency (from the gas burner to the house electrical meter), there would be zero net change in overall gas consumption by converting from a gas boiler.
This is especially the case in winter, which is when most heating demand is, and the gas generators are definitely going to be running and making up that marginal generation.