
Take a fancy to somebody/something
Temporary Interest
The phrase often suggests a fleeting attraction that might not last long. 
Sudden Attraction
It highlights the spontaneous nature of the attraction, without previous intention. 
Whimsical Choice
The phrase can be used to describe a choice made on a whim, rather than a deep-seated preference. 