The simple explanation is:
The larger the difference between starting point and the transition state (the top of the curve), the less stable the transition state is (being so high in energy); Therefore if you lower activation energy (as an enzyme does by favourable aligning two molecules to react in a lock and key sort of way), the peak drops since activation energy drops therefore the transition state becomes more stable.
That kinda puts everything together mentioned before.