Warren Buffett’s Berkshire Hathaway Inc. disclosed Monday that it had made a $1 billion bet on Apple Inc. stock earlier this year, boosting the iPhone maker’s market value by more than $18 billion.

But to the cottage industry that fervently follows the world’s most famous investor, it just didn’t seem like a move Mr. Buffett would make.

It...