"Come on everyone, we have to solve this riddle! What if the missing Scepter of Glorificon is in there?"
"No we have to turn back! The lich ghost of the octo-king could be waiting for us, seeking revenge after we defeated him in his aquatic lair beyond time!"
"GM, I ask the old sage NPC if they know what's past the riddle."
Me, furiously scribbling notes and scratching things out: "Oh uh, they laugh heartily at your comments about the lich ghost. 'Hohoho, the octo-king back so soon, that's just ridiculous! But I know not what is beyond the door, the ancient prophicies say it is both what you most fear and desire...'"
If you want to play a fun dynamic world, DO give the GM ideas, you never know when you'll turn a slightly cool idea into a story arc, because the GM feeds off your excitement.
"Oh no! This situation would be almost trivial if it wasn't for this one obscure handicap that we all acquired 5 sessions ago in that short in-between adventure. How will we manage to get out of this?"
A recurring villain was introduced on the first session. She was a human pirate captain with very pale skin. One of my players immediately thought that she was a vampire.
...
So she is a dhamphir now. (Couldn't make her a full vampire, they met her in daylight.) Not like it gave her much of a boost except for a climbing speed and spider climb anyway.