Taylor looked stunning in a white tank top and denim shorts, while Joseph showed off his muscles in blue jeans and no shirt. The pair smiled, embraced and looked at each other with love in the pictures.
"Being in a long distance relationship with Joseph barely even feels like there's any distance at all," Taylor, 27, told Us on Sunday.
And Joseph, a 25-year-old law school graduate and fitness enthusiast, gushed about his feelings for the beauty queen and Big Brother winner.
"I can't believe it's been nearly 3 months since being out of the Big Brother house, and December 1 marked our one-month anniversary," Joseph shared.
"I can't believe her birthday and the new year are already around the corner. Time is flying and I am so grateful to have her by my side. It feels like yesterday when I asked her to be mine."
Joseph said he's been having a blast with Taylor ever since Big Brother ended in late September.
"Introducing each other into our lives outside of the Big Brother house has been such a joy," Joseph explained. "We have shared so many laughs and experiences in such a short time, and I'm looking forward to a lifetime of it with her."
Taylor also boasted of her boyfriend, "The way Joseph loves me is unlike any relationship I've been in."
"Meeting his family and sharing our home lives with each other has reaffirmed what I believed when he asked me to be his girlfriend -- love feels different when you're with the person you're supposed to be with. Every moment with Joseph is a delight. He has my heart forever," Taylor said.