Look under your General Settings for "Default Thread Subscription Mode" by doing the following.
1) Click the gear icon in the upper right of any page
2) Click "General Settings" on the left side menu under the "Settings" > "My Account" headings
3) located the "Default Thread Subscription Mode" setting under the "Messaging & Notification" heading
Make sure it is set to "Do not subscribe".