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Is this why they left early? Sofia Richie, 20, appears to wipe away tears during a 'heated exchange' with boyfriend Scott Disick, 35, before making a quick exit from Derby Day

By Stephen Milton For Daily Mail Australia

Published: 02:43 EST, 5 November 2018 | Updated: 04:05 EST, 5 November 2018

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Scott Disick, 35, and Sofia Richie, 20, made a hasty exit after barely cracking a smile during their brief appearance at Derby Day on Saturday.

And it appears the couple may have left early after the socialite was left in tears.

Dressed in designer threads at Flemington Racecourse, Sofia looked emotional during what looked like a tense exchange with the father-of-three.

Is this why they left early? Sofia Richie, 20, appears to wipe away tears during a 'heated exchange' with boyfriend Scott Disick, 35, before making a quick exit from Derby Day

Trying to stop her makeup from running, she deftly patted her cheeks and her eyes underneath a birdcage veil.

Her boyfriend Scott maintained a stony expression during what appeared to be a tense row.

Attempting to calm the situation, the Keeping Up with the Kardashians star seemed to be appealing for reason.

Is everything OK? Dressed in designer threads at Flemington Racecourse, Sofia looked emotional during what looked like a tense exchange with the father-of-three

Emotional: Scott appeared uncomfortable as the Instagram model struggled to keep it together

Emotional: Trying to stop her makeup from running, she deftly patted her cheeks and under her eyes underneath a birdcage veil

Tense: Sofia meanwhile got more passionate in her delivery, leaning towards a downcast Scott to make her point

Drama: The beauty seemed shaken and out of sorts after the tense encounter

Sofia meanwhile got more passionate in her delivery, leaning towards Scott to make her point.

And clad in a charcoal grey suit complete with a matching patterned tie, he gently caressed his girlfriend's arm, trying to offer comfort.

The gesture seemed to work with the daughter of Lionel Richie appearing to gather herself and smile again.

Support: Clad in a charcoal grey suit complete with a matching patterned tie, the father-of-four gently caressed his girlfriend's arm, trying to offer comfort

Feeling scrutinized: Presumably aware of an audience, the pair attempted to appear nonchalant and relaxed

But shortly afterwards, the couple seems distant and distracted as they abruptly exited the event.

The departure would undoubtedly have been earlier than organizers desired after reportedly shelling out six figures for the couples appearance.

Daily Mail Australia has reached out to representatives for comment.

All better? The gesture seemed to work with the daughter of Lionel Richie appearing to gather herself and smile again

Busy man: The high-profile couple jetted into the country on last week ahead of Scott's hosting appearance inside the Ultra Marquee at Derby Day and kept an incredibly busy schedule

Following their brief appearance at Derby Day on Saturday, the couple were equally stone-faced as they caught a flight out of Melbourne International airport on Sunday.

The expected departure seemed to contradict reports Scott and Sofia were staying on for the Melbourne Cup in Tuesday.

The high-profile couple jetted into the country on last week ahead of Scott's hosting appearance inside the Ultra Marquee at Derby Day and kept an incredibly busy schedule.

Not ideal: The departure would undoubtedly have been earlier than organizers desired after reportedly shelling out six figures for the couples appearance

They stepped out for a paid appearance at Windsor Smith at Chadstone Shopping Centre on Thursday.

In the days prior, they visited Taronga Zoo, cruised around Sydney Harbour on a luxury yacht, hosted a Halloween party at The Star's Marquee and made an appearance at Melbourne's Alumbra nightclub.

Trouble in paradise? Shortly after the exchange, the couple seems distant and distracted as they abruptly exited the event

Whirlwind: In the days prior to Derby Day, the couple visited Taronga Zoo, cruised around Sydney Harbour on a luxury yacht, hosted a Halloween party at The Star's Marquee and made an appearance at Melbourne's Alumbra nightclub