Eminem's "I love the way you lie" Featuring Megan Fox Here is Eminem's New Video for the Song " I love the way you lie. " I 'm not the biggest Eminem fan in the world but his new album is amazing, hit after hit. This video features Rihanna and a few surprises. Fox and Monaghan to name drop. Megan Fox and Dominic Monaghan play a disturbed couple in the video. Scenes include the celebrities on top of a liquor store. Fox and Monaghan also filmed inside the store and "at a seedy dive bar next door" to the store Watch the video after the Jump.. " Love the Way You Lie " is the second single by American rapper Eminem from his seventh studio album, Recovery. The song features vocals from Barbadian singer Rihanna and is produced by Alex da Kid with additional vocal production on Rihanna vocals by Makeba Riddick.The song gave Eminem his fourth US number one and Rihanna her seventh. It also claimed the top spot on six other