When there are a few things it means that there are 2-10 things. You have the wrong idea here. 'Few' just means 'not many'. It's a subjective term. In other words, it depends on the context and on how the speaker is thinking. You can't define it precisely in terms of a specific range of numbers.
Consider an extreme case. A car costs $10,000. I'd say 'It costs a lot