On the first day of a trade mission to Africa in August, she attempted to dance with a group of school children.
Theresa May was all smiles as she joined school children dancing in South Africa
It's fair to say her moves weren't universally acclaimed - "wooden" and "cringe-worthy" being two widely-used adjectives. Others, though, praised her willingness to get stuck in and have fun.
Indeed, it wasn't long until her toes were tapping again, as just two days later, she mimicked the moves of a group of scouts in Nairobi, Kenya.
Mrs May danced with a group of scouts during a visit to UN offices
When she returned to the UK, Mrs May embraced the attention her moves had attracted, even offering professionals her advice.
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But while she tweeted, others reacted in differing ways.
She got the backing of some, like the original robot dancer and footballer Peter Crouch...
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Others were happier to criticise her moves...
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But we had not seen the last of the dancing prime minister...
As Mrs May headed on stage on Wednesday to give her crunch speech to party conference - to show she could lead both the country and her members, and try to silence her critics - she thought there was only one way to do it...
To the music of Abba's Dancing Queen, Theresa May opens her conference speech
Downing Street insisted that her latest groove was "spontaneous".
But they claimed they had not expected her to start getting down to it.
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Last year's conference speech was disastrous for Mrs May. She struggled with a terrible cough, was interrupted by a prankster and had to deal with a collapsing set.
The consensus is she couldn't ignore all that this time and had to confront it instead. So confront it she did, from the dancing right through to joking about "super-gluing the backdrop".
She got the support of some of her more loyal MPs for her humour...
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Some political commentators also welcomed her willingness to mock herself and present a friendlier, funnier side.
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And the Swedish Ambassador to the UK praised her choice of tune...
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But there were some sceptics on the ground who thought it may have been a little more planned...
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And opposition MPs felt it was just a distraction tactic from bigger issues - as well as ruining their favourite song...
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But BBC political correspondent Chris Mason was sold on her performance.
"While I become a pound shop Political Bruno Tonioli with some trepidation, and this sort of stuff is guaranteed to make some groan, I thought the PM's jiggy thingy was great," he said.
"Using Dancing Queen as her music to arrive on stage to, and then busting some moves, as I think I'm meant to describe it, was novel and self-deprecating.
"Will this suddenly mean her most ardent critics will be won over? No.
"But does it help humanise the prime minister dubbed 'the Maybot'? Yes."
