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A police vehicle is stationed outside the Hilton Garden Inn in Bloomfield after two bodies were discovered in a hotel room.

(Staten Island Advance/Mira Wassef)

STATEN ISLAND, N.Y. -- Police are probing the deaths of a man and a woman found unconscious Friday in bed in a room at the Hilton Garden Inn, Bloomfield.

The bodies were found in Room 401 by hotel workers when the couple failed to check out on time, according to a source.

Officers responded around 12:53 p.m. to a 911 call of two unconscious people, police said.

On arrival, cops found a 37-year-old man and a 34-year-old woman fully clothed, holding each other in bed, police said. They were unconscious and unresponsive, said cops.

A police officer walks through the lobby of the Hilton.

Emergency medical services personnel responded and pronounced the two individuals dead at 1:05 p.m., police said.

Investigators did not find any weapons or drug paraphernalia, and did not recover a note, according to the New York Post.

The pair had checked in on Wednesday, a police spokeswoman said.

Police told the Post that the man lived on Staten Island and the woman was from the Bronx.

Cops did not release their identities, pending family notification.

The city medical examiner's office will conduct autopsies to determine the cause of death, said police, adding the investigation continues.

"Out of respect for the guests, we are referring all inquiries right now to the New York City Police Department," said Kristine Garlisi, a spokeswoman for the Hilton Garden Inn.

Staff writer Tracey Porpora contributed to this report.