Unless otherwise indicated, the code snippets you see below should be placed into your theme’s functions.php file.
Here is the code to eliminate the Genesis Layout Settings:
<?php //* Do NOT include the opening php tag shown above. Copy the code shown below. //* Remove Genesis Layout Settings remove_theme_support( 'genesis-inpost-layouts' );