Here's a simple way to think about it:
* Imagine a rope. If you shake the rope up and down, the wave will travel horizontally along the rope. The wave's oscillations (up and down) are perpendicular to the direction of the wave's travel (horizontally).
This is in contrast to a longitudinal wave, where the oscillations are parallel to the direction of wave travel.