On the passanger seat, if the passanger is hubbie and I have picked him up, he has the honour to have the bag in his lap
Otherwise in the back seat, never on the floor.

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Like most of the ladies, I drive with mine on the front passenger seat or the rear if I have a passenger the front. I do try to make sure they can't fall of the seat if I have to brake sharply.