Is That is a huge mouse an exclamatory sentence?

Yes, "That is a huge mouse!" is an exclamatory sentence because it expresses strong emotion or emphasis about the size of the mouse. The use of the exclamation mark at the end indicates excitement or surprise. In contrast, a declarative sentence would simply state the fact without the emotional emphasis.