How I do I disable the WordPress Admin Bar for users?

WordPress is adding the admin bar to your website, not the theme. You can use the following plugin to disable the admin bar: https://en-gb.wordpress.org/plugins/hide-admin-bar/

If you're using BuddyPress to hide the admin bar for logged out users go to Settings > BuddyPress > Options and disable the Toolbar option.