This is now possible automatically in v8 and higher - use the 'Component With Selectable Permutations' layout for the component and the prices should appear automatically.
In earlier versions you would need to enter the prices into the 'HTML for Name' field for your choices.
In earlier versions you would need to enter the prices into the 'HTML for Name' field for your choices.