Choosing a harder game level

How do I get out of normal mode

Complete the main story (including turning the final mission in to Jack in his office). This will unlock true vault hunter mode. When you next start your game, hit character select at the main menu; when you choose your character, you should see a dialog box pop up asking you to select a mode.