Cramer Remix: Snow storms could make this a winner
Cramer Remix: Snow storms could make this a winner · CNBC

On days like Thursday when there is a nice bounce in the averages, Jim Cramer reminded investors that sometimes it simply doesn't pay to get too negative.

"In fact, there are times when being excessively skeptical can really hurt you," the "Mad Money" host said.

An example of this was Burlington Stores (NYSE: BURL), the off-price retailer with 540 stores predominantly known as Burlington Coat Factory; it pulled off an amazing feat last week.

While the rest of the apparel group has been in pain due to an unseasonably warm winter, Burlington pre-announced its fourth- quarter results and reported the low end of what analysts were expecting.

Yet, instead of the stock getting crushed, it surged 14 percent in a single session!

"This is what happens when Wall Street gets too negative — you had so many people anticipating even worse numbers in the expectation that a company that sells winter coats would get obliterated after the heat wave lasted through Christmas," Cramer said.

Cramer thinks many money managers were shorting the stock. But when there was too much negativity surrounding a stock, it does not need much good news to send it higher.

Read More Cramer: When too much negativity is a good thing

Cramer got a glimpse into the mind of the market on Thursday and was surprised at the connection between the rising price of oil and stocks that rally. It totally blew his mind.

"We live and die with oil. You figure out where oil is going, then you have figured out where the market is going," the "Mad Money" host said.

As the price of oil rose on Thursday, Cramer found something amazing — it is not the averages that rally when oil goes higher, it is only certain parts of the market.

Things went from counterintuitive to completely crazy when Cramer saw what stocks rallied as oil spiked. There were colossal gains in consumer spending stocks like retailers, restaurants and travel and leisure stocks. The ultimate lunacy was when Cramer saw the airlines and cruise ship stocks rally.

What do all of these stocks have in common? Their earnings go up when the price of gasoline goes down.

Read More Cramer: Shocking connection between oil & stocks

The market rallied on Thursday simply because the price of oil spiked.

Does this mean that a bottom in oil has finally been found? Maybe, but Jim Cramer thinks, given the history of oil, that could be harder to predict than most expect.

When Cramer was recently researching the history of crude oil, he came across various articles written last year at this time, when oil was in the high $40s.