Login to Amazon, go to Your Account | Your Recommendations. In that new page, you'll get categories for all your recommendations.
Click one category, and you'll see an option for View All & Manage. Click it. Near the top for Edit Recommendations. Turn that on, and you can you choose to remove the item or get more like it.