The mood board establishes a color scheme and visual style focused around nebulae, planets, and other space phenomena to set a mysterious tone for a 2D arcade game. Repetitive elements like nebulae, planets, and a color palette of black with various colors are intended to be incorporated into aspects like menus, customization options, and backgrounds. The mood board influences the overall direction of the game by providing visual inspiration and establishing foundational elements to guide further development.