Click on the small arrow below the  highlighter to see advanced highlighting options

In here you can select to draw a  Rectangle,  Circle,  Arrow or  Line and more

You can change the colour of your shapes by selecting from colors next to the highlighter

Thickness of your shapes' stroke can be adjusted from the option next to color selection

You can delete shapes by clicking on the shape and selecting "Delete" on the pop up.