Theoretically, you could whip the eggs by hand, but it would take ages and likely still not whip up to the degree a hand mixer or stand mixer could. If you're still up to make it, make sure your eggs are completely at room temperature so they whip up a bit faster and note that your cake probably won't be nearly as fluffy.