**[Preconception][1]**:

>1. an opinion formed beforehand without adequate evidence

>2. a **partiality** that ***prevents objective consideration*** of an issue or situation <sub>(Vocabulary.com)</sub>

IMO, a preconception can imply 'both positive and negative emotional associations', as per your requirement. 



  [1]: http://www.vocabulary.com/dictionary/preconception