Does the word the have a long e sound?

Yes, when followed by a vowel sound. When we say "My Bonnie lies over the ocean," the last two Words are properly pronounced " thee yoshun."

Also, sometimes, for emphasis. From Dr. Who: " I am a doctor, you know." "Indeed. But I am THE doctor. The definite article, you might say."