More potential buyers are out trolling the nation's neighborhoods for their dream homes. Unfortunately, they are finding little to look at and, even worse, they are finding higher prices than they expected.

"People quite frankly came out and got sticker shock because they're coming out to shop now, or they came out in January and February to shop, and they picked up the price sheet and saw, 'Wow that's way more than I thought' because home prices had gone up so much in 2013," said Brad Hunter, chief economist at Metrostudy.