The 34-year-old singer cast the hunk in the music video for her new single 'Slumber Party', and the pair have since been spotted heading out for dinner together, sparking romance rumours in the process.
Taking to his Instagram on Saturday (26.11.16), Sam posted a picture of himself and the blonde beauty looking cosy at a dinner table, captioned with a series of sushi based emojis which suggested the pair enjoyed a Japanese themed meal together.
Fans of the 'Toxic' hitmaker quickly began to comment on the possibility of a budding romance between the pair, and Sam later deleted the picture from his account.
Previously, Sam spoke out about how he was "shy" when he was younger, but has learned to be confident in himself as that's what he believes women like.
He said: "[I was] a very shy person growing up.
"I've learned that there's nothing a woman likes more than a confident man, not too cocky, just a very humble gentleman. No girl I know likes cocky."
And Sam's humble nature may prove to be a hit with the 'Make Me' singer - who has two sons Sean, 11, and Jayden, 10, with former husband Kevin Federline - as she claimed last month she was tired of men playing "mind games".
She said: "A lot of men are about games. It's just the mind game with guys, the calling back and texting, it's just too much, it's silly. Actually, I'm not looking for men right now, I'm really happy with myself. I'm not looking for anything, I'm fine with the way I am.
"I like someone that's just nice overall, just a nice guy really is groundbreaking in this world."