Justin Bieber and Hailey Baldwin look somber following church service

Justin Bieber and Hailey Baldwin's newlywed life isn't all smiles all the time. 

The couple -- who tied the knot last month -- were spotted leaving church in Beverly Hills, California, on Wednesday night. Bieber and Baldwin appeared deep in thought following the service, with the 24-year-old "Love Yourself" singer looking dejectedly out the front of the car as he drove them away. Baldwin, 21, was seen peering out Bieber's window with a blank look on her face.

Though they didn't appear upbeat or excited, they certainly looked fantastic. Bieber sported a shiny bright blue UCLA  bomber jacket, yellow beanie and dark sweatpants. For her part, Baldwin opted for an over-sized, plaid blazer, which she paired with a graphic T-shirt and chunky jewelry.

Hailey Baldwin and Justin Bieber
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The church outing comes just days after a source confirmed to ET that Bieber and Baldwin got married last month.  

"The couple kept their marriage a secret from a lot of people," the source revealed following TMZ's initial report. "Justin and Hailey wanted to be married, and didn’t want to wait. They still plan to have a more formal wedding, but for them this intimate ceremony was exactly what they wanted.”

“Justin and Hailey were telling people they weren’t married when they were,” the source continued, before adding there are still plans for a wedding ceremony outside of the courthouse.

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Justin Bieber and Hailey Baldwin together
NEW YORK, NY - FEBRUARY 17: Justin Bieber (L) and Hailey Bieber out and about on February 17, 2019 in New York City. (Photo by Gotham/GC Images)
LOS ANGELES, CA - OCTOBER 24: Justin Bieber and Hailey Baldwin are seen on October 24, 2018 in Los Angeles, California. (Photo by BG005/Bauer-Griffin/GC Images)
LOS ANGELES, CA - OCTOBER 16: Justin Bieber and Hailey Baldwin are seen on October 16, 2018 in Los Angeles, California. (Photo by BG005/Bauer-Griffin/GC Images)
LOS ANGELES, CA - OCTOBER 15: Hailey Baldwin and Justin Bieber are seen on October 15, 2018 in Los Angeles, California. (Photo by BG015/Bauer-Griffin/GC Images)
LOS ANGELES, CA - OCTOBER 04: Hailey Baldwin and Justin Bieber are seen on October 04, 2018 in Los Angeles, California. (Photo by BG015/Bauer-Griffin/GC Images)
LONDON, ENGLAND - SEPTEMBER 17: Justin Bieber and Hailey Baldwin seen with a very public embrace during a walk in London's Hyde Park on September 17, 2018 in London, England. (Photo by Mark R. Milan/GC Images)
LONDON, ENGLAND - SEPTEMBER 17: Justin Bieber and Hailey Baldwin seen with a very public embrace during a walk in London's Hyde Park on September 17, 2018 in London, England. (Photo by Mark R. Milan/GC Images)
LONDON, UNITED KINGDOM - SEPTEMBER 17: Justin Bieber and Hailey Baldwin seen at St James park on September 17, 2018 in London, England. PHOTOGRAPH BY Eagle Lee / Barcroft Images (Photo credit should read PALACE LEE / Barcroft Media via Getty Images)
NEW YORK, NY - SEPTEMBER 15: Justin Bieber and Hailey Baldwin go to Starbucks on September 15, 2018 in New York City. (Photo by Gotham/GC Images)
NEW YORK, NY - SEPTEMBER 15: Justin Bieber and Hailey Baldwin go to Starbucks on September 15, 2018 in New York City. (Photo by Gotham/GC Images)
NEW YORK, NY - SEPTEMBER 14: Justin Bieber and Hailey Baldwin seen on the streets of Brooklyn on September 14, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - SEPTEMBER 14: Justin Bieber and Hailey Baldwin seen on the streets of Brooklyn on September 14, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - SEPTEMBER 06: Justin Bieber and Hailey Baldwin are seen on the street attending John Elliott during New York Fashion Week SS19 on September 6, 2018 in New York City. (Photo by Matthew Sperzel/Getty Images)
LOS ANGELES, CA - AUGUST 30: Justin Bieber and Hailey Baldwin are seen on August 30, 2018 in Los Angeles, CA. (Photo by SMXRF/Star Max/GC Images)
NEW YORK, NY - AUGUST 13: Justin Bieber and Hailey Baldwin are seen walking on August 13, 2018 in New York City. (Photo by Gotham/GC Images)
NEW YORK, NY - AUGUST 08: Justin Bieber and Hailey Baldwin seen out and about in Manhattan on August 8, 2018 in New York City. (Photo by Robert Kamau/GC Images)
NEW YORK, NY - AUGUST 08: Hailey Baldwin and Justin Bieber visit Cutler hair salon in SoHo on August 8, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - AUGUST 08: Hailey Baldwin helps Justin Bieber with his haircut at Cutler Salon on August 8, 2018 in New York City. (Photo by Gotham/GC Images)
LONDON, ENGLAND - SEPTEMBER 18: Justin Bieber and Hailey Baldwin seen at the London Eye on September 18, 2018 in London, England. (Photo by Ricky Vigil M/GC Images)
NEW YORK, NY - SEPTEMBER 14: Justin Bieber and Hailey Baldwin seen on the streets of Brooklyn on September 14, 2018 in New York City. (Photo by James Devaney/GC Images)
Was gonna wait a while to say anything but word travels fast, listen plain and simple Hailey I am soooo in love with everything about you! So committed to spending my life getting to know every single part of you loving you patiently and kindLY. I promise to lead our family with honor and integrity letting Jesus through his Holy Spirit guide us in everything we do and every decision we make. My heart is COMPLETELY and FULLY YOURS and I will ALWAYS put you first! You are the love of my life Hailey Baldwin and I wouldn’t want to spend it with anybody else. You make me so much better and we compliment eachother so well!! Can’t wait for the best season of life yet!. It’s funny because now with you everything seems to make sense! The thing I am most excited for is that my little brother and sister get to see another healthy stable marriage and look for the same!!! Gods timing really is literally perfect, we got engaged on the seventh day of the seventh month, the number seven is the number of spiritual perfection, it’s true GOOGLE IT! Isn’t that nuts? By the way I didn’t plan that, anyways My goodness does feel good to have our future secured! WERE GONNA BE BETTER AT 70 BABY HERE WE GO! “He who finds a wife finds a good thing and obtains FAVOR from the Lord!” This is the year of favor!!!!
NEW YORK, NY - SEPTEMBER 15: Justin Bieber and Hailey Baldwin seen on the streets of Manhattan on September 15, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - SEPTEMBER 14: Justin Bieber and Hailey Baldwin seen on the streets of Brooklyn on September 14, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - AUGUST 06: Hailey Baldwin and Justin Bieber seen on the streets of Midtown Manhattan on August 6, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - JULY 30: Justin Bieber and Hailey Baldwin visit Frankel's Delicatessen in Brooklyn on July 30, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - AUGUST 06: Hailey Baldwin and Justin Bieber seen on the streets of Midtown Manhattan on August 6, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - JULY 30: Justin Bieber and Hailey Baldwin (L) visit Frankel's Delicatessen in Brooklyn on July 30, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - JULY 29: Justin Bieber (L) and Hailey Baldwin are seen arriving at the Hillsong Church in Midtown on July 29, 2018 in New York City. (Photo by Gotham/GC Images)
NEW YORK, NY - JULY 29: Justin Bieber (L) and Hailey Baldwin are seen arriving at the Hillsong Church in Midtown on July 29, 2018 in New York City. (Photo by Gotham/GC Images)
NEW YORK, NY - JULY 29: Justin Bieber (L) and Hailey Baldwin are seen arriving at the Hillsong Church in Midtown on July 29, 2018 in New York City. (Photo by Gotham/GC Images)
NEW YORK, NY - SEPTEMBER 14: Justin Bieber and Hailey Baldwin seen on the streets of Brooklyn on September 14, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - JULY 27: Hailey Baldwin and Justin Bieber seen on the streets of Manhattan on July 27, 2018 in New York City. (Photo by James Devaney/GC Images)
NEW YORK, NY - JULY 12: Justin Bieber and Hailey Baldwin are seen heading to dinner in Dumbo on July 12, 2018 in New York, New York. (Photo by Alessio Botticelli/GC Images)
NEW YORK, NY - JULY 12: Justin Bieber and Hailey Baldwin are seen in Brooklyn on July 12, 2018 in New York City. (Photo by Gotham/GC Images)
LOS ANGELES, CA - APRIL 23: Kendall Jenner, Hailey Baldwin and Justin Bieber are seen in Los Angeles on April 23, 2015 in Los Angeles, California. (Photo by Bauer-Griffin/GC Images)
NEW YORK, NY - JULY 05: Justin Bieber and Hailey Baldwin out and about in Dumbo on July 5, 2018. (Photo by Gotham/GC Images)
NEW YORK - JULY 05: Justin Bieber and Hailey Baldwin are seen on July 5, 2018 in New York City. (Photo by Hollywood To You/Star Max/GC Images)
NEW YORK, NY - JULY 05: Justin Bieber and Hailey Baldwin out and about in Dumbo on July 5, 2018. (Photo by Gotham/GC Images)
LOS ANGELES, CA - OCTOBER 07: Justin Bieber and Hailey Baldwin are seen on October 7, 2015 in Los Angeles, CA. (Photo by JMA/Star Max/GC Images)
LOS ANGELES, CA - OCTOBER 07: Justin Bieber and Hailey Baldwin are seen on October 7, 2015 in Los Angeles, CA. (Photo by JMA/Star Max/GC Images)
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Additionally, TMZ reported that the duo made things official without a prenup.

Though Baldwin initially denied rumors that she had already "I do" -- she later deleted her own tweet -- fans got their own confirmation of her marital status when her now-husband referred to her as his "wife" while at a Canadian museum.

The marriage news comes just a few months after Bieber proposed to the model while they were vacationing together in the Bahamas.

"Justin has always been in love with Hailey and is looking forward to being married," the source told ET earlier this month. "Justin has been in the spotlight for a long time, and his childhood was accelerated. After years of ups and downs, Justin took some time to evaluate everything in his life, took time off his tour [and] music and got to enjoy a more simple life. With that time, Justin knew he wanted to spend his time with Hailey and have a future with her."

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