Embryos won't develop unless the eggs are incubated. So yes, putting them in the fridge will prevent that. Back in the 1960's, fertilized eggs were popular and advertised as such. People thought they were somehow superior nutrition, which surely isn't the case.
I raised 2 cockerels together...