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As for rolling modifiers, they do not increase or decrease the chances of drawing a null or crit. What they do though is lessen the effects of advantage and disadvantage (making advantage worse and disadvantage better) due to 1-stack advantage. If you got a null when you had advantage, you were going to draw it anyways; same for a crit with disadvantage.
Some of it might just be normal fallible human memory. If you crit five times in a row one night and whiff five times in a row the next, you might not remember the night when you were overkilling everything but very much remember the night when all your big losses and clutch plays were nulled out.
The rest, as Scott pointed out, some enemies will be able to curse you which places extra x0s into your deck. Imps of both types can be especially nasty for this. If you mouse over your character you can see what they have left in their deck. If they have a bunch of extra curses, there isn't much you can do about them except for suffer the effects; curses are only cleared out when they're drawn.
"If you crit five times in a row one night and whiff five times in a row the next, you might not remember the night when you were overkilling everything but very much remember the night when all your big losses and clutch plays were nulled out."
And this. My brother-in-law and I play this on Monday Game Nights, a few months back we went through 4 devastating campaign rounds two weeks in a row. It wasn't even a by the hair loss, we were losing some quests within 4 rounds. I walked away from that wondering if I wanted to keep Monday as Gloomhaven Digital night or find something else for us. We went through 2 weeks of no losses as of today and I feel pretty good... but every first quest of the night I think to myself "This is the night we get decimated..."
If you have 10 curses in your deck, obviously you'll multiply the x0 you draw.
That's actually not true. Maybe it should be how it works, but it doesn't now. Clearly, the game keeps the deck as-is when you draw your AOE so you can pull the same card each enemy you target. I've had it do that numerous times both for me and the enemy, and not only with nulls or x2 where you could argue it shuffled after drawing it. It's easy to see when you get multiple -2/+2 when you and definitely the enemy only have 1 of each.
Also, rolling modifiers do actually increase the odds of you drawing the null or the x2 simply because you're drawing more cards and drawing them more frequently. The only thing more terrifying in the game than getting punched by an enemy that has a 7 attack is doing a killshot on it with the Scoundrel or Mindthief and see 5 or 6 rolling modifiers go by knowing you haven't reshuffled the deck in a few turns. That's why taking the perk that removes 4 +0 cards is the dumbest perk ever if you have a ton of rolling modifiers.
Rolling modifiers do not increase the odds of you drawing a null.
If you have a 12 card deck, with no rolling modifiers, you have a 1/12 chance of drawing the null.
If you add 2 rolling modifiers to the deck, what chance do you have of drawing the null?
The answer is 1/12.
The rolling cards are not terminal cards - meaning that you do not stop drawing when you draw one. You immediately (and always) draw another card. The only way you would have a better chance of drawing a null is if you had less terminal cards, but you do not. You still have 12.
Thought experiment. Lets say you have a 14 card deck (12 terminal and 2 rolling) and you go to make an attack. The first 2 cards drawn are rolling modifiers. What is your chance that the next card will be a null? It's still 1/12, because there are 12 cards left in your deck. Rolling modifiers in no way increase your chance of pulling the null.
Also, I have 250+ hours in this game and have never seen the behavior you have described. Screenshot it when it happens. It's actually really easy to record and test this.
The next time you think you see the game pulling the same card for you, restart the round. Your deck will reset as well. This allows you to take a screenshot of your deck before the attack, screenshot the results of the attack, and screenshot your deck after the attack.
But I am HIGHLY doubtful this happens. Please provide proof.
I had this kind of game yesterday, only I was playing the game IRL >_>
Sometimes you just get unlucky.