Making new vocabulary stick for the long haul

I’ve reached an advanced level, yet I still find certain words love to play hide-and-seek. Last Friday, I was explaining a local construction project and totally blanked on a simple term! I’ve realized that rote memorization isn't enough; I need a story. Do you guys use specific mental images or context-heavy scenarios to stop new words from vanishing the moment you leave your desk?