Here's why:
* Exclamatory is an adjective formed from the verb exclaim.
* The -atory suffix is a common adjective-forming suffix, meaning "relating to" or "characterized by".
Therefore, the stem exclaim is the base word that the adjective "exclamatory" is built upon.