The story
From the larger size of the engine block assembly compared to a short block.
Etymology from Wiktionary, CC BY-SA 4.0.
long block
Today it means: An engine subassembly that consists of the assembled short block, plus the crankshaft, cylinder head, camshaft (usually), and valve train. Full definition →