Looks like something is going on between Katy Perry and John Mayer.

Wednesday night, they hit a Los Angeles restaurant called Pace, then finished up the night at the Chateau Marmont.

A source says that at dinner they were, "holding hands across the table, sneaking kisses and laughing."