How to completely delete an app on iTunes and on a iPhone 5?

Without it saying hide, or popping up again and staying in the purchased?

Log into iTunes on pc/laptop then go to your phone info find all the apps you have then you should be able to permanently delete from there

Go to your itunes account, and set criteria in which you interested. Simply, you can delete all available apps which is not of your use.