That night, the 27-year-old singer and the 24-year-old model enjoyed a romantic dinner date at San Vicente Bungalows.
Justin kept things comfy in a brown hoodie and bright pink shorts while staying safe in a coordinating pink face mask.
Hailey showed off her long legs in a gold blazer over a little black dress paired with black heels for their dinner date.
Earlier in the week, Hailey was spotted wearing a long, black leather coat and baggy jeans as she stopped by a cafe to grab a drink to go.
In a new interview, Hailey opened up about why she decided to leave Twitter.