Yes, you can.
The steps to take:
Determine the GUID of the style you want to select: search the style item in $site/Presentation/Styles
Make sure the rendering parameters template of your component has standard values
In those standard values, set the view to "raw values" (you can do so in the View ribbon)
In the Styles field (in the Styling ...