While political scientists are fortunate to have an immense store of large-scale survey data, this data has rarely been incorporated into laboratory experiments. This paper demonstrates that laboratory experiments can be designed to take advantage of survey information, analyzes the statistical and efficiency benefits of including the additional information, and also discuss some potential dangers when incorporating survey data in experiments. We apply the method in a study of emotional priming effects and compare the analyses with and without including additional survey information.