The 20-year-old striker has made a big impact for West Brom this term, scoring eight goals, and has been tipped to win a place in Hodgson's squad for this summer's finals.
Berahino knows Hodgson from his time as West Brom boss but knows this will not help him in his bid to secure a place in the squad.
But he does think Hodgson will pick some youngsters for Brazil, given the form of players such as Everton's Ross Barkley and Liverpool's Raheem Sterling.
Berahino told The Sun: "I do think that a couple of youngsters will be in the squad and it wouldn't be a gamble.
"You only have to see how well Ross and Raheem are playing to see they have a chance.
"Any of us playing in the Premier League has to want to go to the World Cup. I'm no different.
"But this is only my first proper season so I'm not going to be shouting that I should be in the squad.
"I just put my trust in God and what will be will be.
"Roy Hodgson knows me from his time as manager of West Brom and has talked to me one-to-one but he won't give me any special favours."
Berahino recently signed a new deal at West Brom, having previously attracted attention from Juventus, and he has no regrets about his decision to commit to the Baggies.
He said: "I was aware of Juventus' interest and they are a massive club, but I didn't want to leave West Brom.
"I'm a Baggie, I've been there since I was 12 and I supported them when I wasn't playing for them.
"It is a club which means a lot to me and I want to do my best now so we aren't dragged into the relegation battle."