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Eva Longoria, Eduardo Cruz

Josephine Santos, PacificCoastNews.com

Eva Longoria had a familiar-looking hunk in her passenger seat last night.

The Desperate Housewives star hung out at Chateau Marmont last night with Eduardo Cruz, whom she broke up with about a month ago after a year of hot-and-heavy, albeit unconfirmed, dating.

But while the perhaps on-again couple were spotted arriving and leaving together, what was the vibe like inside the perennial West Hollywood hot spot?

An onlooker told X17online that they held hands and whispered intimately over dinner.

Sounds downright romantic to us! But a source also told People that, while there are still "feelings of affection" between them, they're not getting back together.

A rep for Longoria hasn't yet answered a request for comment.

The actress celebrated her 37th birthday on March 15 with a girls' night (the revelers included Victoria Beckham and Kate Beckinsale) at WeHo restaurant Cecconi's.