Someone - usually female, but sometimes male - whose intended expressionless (i.e. "resting") face actually appears mean, grumpy or angry.
The Resting Bitch Face poster girl is Victoria Beckham, AKA Posh Spice. The Resting Bitch Face poster boy is Kanye West.