Why do depictions of the normal distribution in textbooks often not look normal?
Solution 1:
The most likely reason is that the plots provided by the book author are reproduced by graphic designers using drawing programs. It is quite clear in your last example where one can recognize circular arcs and straight lines. Better approximations like your other examples are probably obtained with Bézier curves in programs like Photoshop or Illustrator..