File -> Settings -> Code Style -> Wrapping and Braces -> Method annotations and set to Do not wrap.
Note: Changing the setting will not actually reformat all existing ones. It just won't be wrapped when inserted automatically by the IDE, as you want in your question. This applies to all annotations for methods.