Regardless, the Catholic Church has historically considered non-human animals to not to have souls or conscience (although they’ve been trying to engage in revisionism in the last few decades), so even if the eggs were actually fertilized it wouldn’t be too much of a contradiction to their dogma, although reality might have a say there.