Possibly the homeowner was a full adult boyfriend whose identity is being deliberately concealed and hidden?
It’s completely obvious that she could not possibly forget who drove her to and from the party or whose house party it was there were only supposed to be no more than 5 or 6 people at the entire event. That has to include the home owner and the driver. That’s two of the 5 people present!