The 35-year-old Thor actor was photographed walking with two paper bags of food, a bottle of wine and a bottle of sparkling water after emerging from the Social Eating House restaurant and bar on Australia's Gold Coast Saturday night.
It is unknown what Hiddleston ordered from the high-end eatery, which sells dishes such as veal Carpaccio, spiced soft shell crab, boneless salt bush lamb shoulder slow roasted in sheep's milk yogurt, chargrilled angus rib-eye fillets and fresh fish.
Hiddleston traveled to country earlier this month with the 26-year-old pop star, his new girlfriend. Swift, whose romance with the actor was made public a month ago when they were photographed kissing, was not seen with him Saturday. The two did step out for a dinner date on the Gold Coast last weekend.
Hiddleston recently broke his silence about his and Swift's relationship, which many people speculated may be fake.
"The truth is that Taylor Swift and I are together, and we're very happy," he told The Hollywood Reporter. "Thanks for asking. That's the truth. It's not a publicity stunt."
A source told E! News earlier this month Hiddleston is the kind of man Swift would "want to marry" and that Swift "has said he would make a great dad."
"They have talked about what they want in the future and kids are something that they would both like down the line," the source added. "They have very real and serious conversations about life."
Hiddleston is in town to shoot the new movie Thor: Ragnarok. Last week, he, Swift and several of his co-stars, including Chris Hemsworth, 32, went and saw the Ghostbusters reboot at a local theater. The latter star has a supporting role in the film.
Hiddleston told Variety that after he returned from the theater, his "phone started exploding." The actor was bombarded with congratulatory calls over his first Emmy nomination, for his role in the spy miniseries The Night Manager.
"It's been a great day: I got to play on set with Mark Ruffalo and Chris Hemsworth, went to see Ghostbusters and then I got nominated for an Emmy," Hiddleston said.