keep one at a distance
keep one at a distance or keep one at arm's length {v. phr.}
To avoid (someone's) company; not become too friendly toward.
Mr. Smith is kind to the workers in his store but after work he keeps them at a distance.
Betty likes Bill and is trying to be friendly, but he keeps her at arm's length.
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Source: A Dictionary of American Idioms
