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The photo was shared by CSPAN host Greta Brawner, who said her husband captured the moment while shopping.

"While grocery shopping for our family, hubby sees @VP shopping for his Valentine @WholeFoods. Hope my husband follows the Veep's lead," Brawner tweeted.

Pence responded: "Don't ruin the surprise. Ready to share our 34th Valentine's Day with my valentine, Karen."

Last year, Pence shared a tribute to his wife on his Facebook account, along with a throwback photo of the couple.

The Pences have been married since 1985.

Former President Barack Obama posted a tribute to his wife, Michelle Obama, on Twitter Tuesday morning.

"Happy Valentine's Day, @MichelleObama! Almost 28 years with you, but it always feels new," he tweeted, along with a picture of the couple in the White House.

The former first lady also paid tribute to her husband, posting a picture of the former first couple's feet nestled in the sand.

"Happy Valentine's Day to the love of my life and favorite island mate, @BarackObama. #valentines" she tweeted, possibly referring to the Obama's recent trip to the British Virgin Islands.

The Obamas have been married since 1992.

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Roses in hand, Mike Pence gets into the Valentine's Day spirit - CNN