The large buildings can only be placed on large building plots. You will not initially start with a large building, so you will need to add those yourself.
The known large buildings: (Click for more details)
- Mage Tower
- Trading Post
While the Trading Post was not included in the initial announcement, it was shown in the UI for Large Buildings at Blizzcon.