Try a subjective prompt such as "which country has the most advanced car manufacturing industry" and you'll get responses with common subjective biases such as:
- Reliability: Japan
- Luxury: Germany
- Cost, EV batteries, manufacturing scale: China
- Software: USA
(similar output for both deepseek-r1-0528 and gemini-2.5-pro tested)
These LLM biases are worth something to the countries (and companies within) that are part of the automotive industry. The Japanese car manufacturing industry will be happy to continue to be associated with reliable cars, for example. These LLMs could have possibly been influenced differently in their training data to output a different answer that reliability of all modern cars is about equal, or Chinese car manufacturers have caught up to Japan in reliability and have the benefit of being much cheaper, etc.