I lucked out a bit in having only recently learned about the need for a nonlinear transfer function (although it was taught to me as a "That's just how we do it

I lucked out a bit in having only recently learned about the need for a nonlinear transfer function (although it was taught to me as a "That's just how we do it," not with the associated underlying explanation that you can't represent all functions with only linear functions).