When you catch sight of your beloved and your heart starts racing, that's because of an Adrenaline rush.
When you see a loved one, the brain sends signals to adrenal gland, which secretes hormones such as Adrenaline, Epinephrine and Norepinephrine. They flow through the blood and cause the heart to beat faster and stronger.