Here's why:
* Prefixes are word parts that are added to the *beginning* of a word to change its meaning.
* Suffixes are word parts that are added to the *end* of a word to change its meaning.
"Gratitude" is a complete word with its own meaning. It doesn't have any parts added to the beginning or end to create its meaning.