Looks like Scarlett Johansson and Sean Penn are still going strong. The couple, fresh off their one-day getaway to Mexico last week, met up for a intimate dinner date in Los Angeles, PEOPLE reports.

The 'Ironman 2' actress and 'Milk' actor met for a late dinner at the celebrity friendly hotel, Chateau Marmont. Upon arriving at the hotel restaurant, they gave each other a welcoming hug. The new couple was dressed casually and seemed relaxed together, an eyewitness reported.

The pair were originally seated at one table but eventually moved to a more private area in a back corner. While they remained totally focused on each other, they kept the PDA to a minimum. They only held hands a couple of times during their date. While both sipped glasses of red wine, Johansson ordered a salad while Penn chowed on a burger.

"They looked genuinely happy together," an observer told PEOPLE.

Johansson and Penn wrapped up their meal around 11PM and slowly walked together to the hotel lobby, as Penn wrapped his arm around Johansson's lower back.