I'll demonstrate that the eval statement is a red herring....

It's not a red herring: you changed the order of the code and thus its behavior. When the parser encounters $aa in your example, it hasn't seen the declaration three lines later.

If you had merely removed the eval block, the result would run just fine without the variable declaration error.