I like cheesecake. . . boom ching. Actually, I really do - a silvenberry cheesecake from a gourmet supplier being one of the most intense food experiences I can recall in recent memory: not too sweet, with an amazingly complex and lush flavour.
However, I also like a cake that goes something like this, very much

:
[sblock]Middle Eastern Orange Cake
2 large oranges, washed
6 eggs, beaten
250 grams ground almonds
250 grams sugar
1 teaspoon baking powder
Boil oranges in a small amount of water in a covered saucepan, for about 2 hours. Allow to cool, cut open, remove pips, chop roughly.
Preheat oven to 190° C, butter and flour a springform tin (one that's big enough so that the batter is no deeper than 6 cm). Blend oranges and remaining ingredients thoroughly (in food processor). Pour batter into prepared tin. Bake 1 hour. If cake is still very wet, cook a bit longer. Cool in tin before
gently turning out.
Serve with citrus segments and thick cream.[/sblock]
Disclaimer: That might not be the one. It was the closest match I could find,
I think. I've never made one, just eaten a couple of slices of one, twice. Yum!

I'll make one of these someday soon, so I'll know for sure. Hope it is right!
Lemon cake-ish things would be next in rank, I guess. Then homemade spiced fruitcake, courtesy of my gf's grandma. That's a longtime fave, the recipe for which I'm not sure I could prise from her, though.
Basically, if it's got fruit in it (or on it, I guess) I'm more likely to like it.
edit --- that orange cake recipe was apparently based on
this one, which is a little different, mainly for the inclusion of cardamom. Sounds good!