Ask someone if the have a favourite spice, music band, movie, actor, article of clothing to wear, season of the year, food,... if they don't, they have no personality.

Even if you ask them about something unusual that does not come up often in conversation, the mere fact they cannot pause and think for a moment about what they do like do don't like tells you all you need to know.