I guess you'd have to use the entity or directly the equivalent soft hyphen character (in the appropriate encoding). Do not use the ¬ character, if it appears in Word it's only a visual thing (just like the end of paragraph appears as ¶, but it's not really the ¶ character). Of course, then you'd have to find out whether or not a reader supports it.
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