The clip finds Hanks, 58, stealing the spotlight as he lip-syncs every line of the catchy pop track while walking through the streets of New York City in cold weather, reported Ace Showbiz.
Jepsen herself finally appears midway through the video. She sits next to Hanks before they hit the street again and show off some fun choreographed moves alongside her friend Justin Bieber and a number of backing dancers.
'I Really Like You' is the first single off Jepsen's upcoming album which is planned to be released this summer via Schoolboy Records/Interscope.