Don't hate me but that's her driver and car. It's the same one in the gym pics from the past few days and the driver you can see if you google any pics of her in LA. I think he was probably staying with her. His luggage came out of her car and then went straight into another one.

Why the switch was made at this hotel? Maybe Luke was staying there.