Here's why:
* Direct questions are questions that are asked directly to someone. They are typically spoken aloud and don't require quotation marks.
* Quotations are used to indicate the exact words someone has spoken or written.
If you were to write the sentence as a quotation, it would look like this:
"Julia, may I borrow your eraser?"
This indicates that someone is speaking the question to Julia.