This study examined people's willingness to prioritize social well-being and trade-offs between fairness and individual well-being through a stated preference experiment with a representative UK sample (n=300). We estimated individual-level utility functions using the expected utility maximization (EUM) framework and tested their sensitivity to small-probability overestimation using cumulative prospect theory (CPT). The majority of participants exhibited concave (risk-averse) utility curves and a stronger aversion to inequalities in social life satisfaction than to individual risk. These preferences were unrelated to political affiliation, suggesting a shared normative stance on the fairness of happiness across ideological boundaries. The findings raise concerns about the use of average life satisfaction as a policy indicator and support the development of nonlinear utility-based alternatives that more accurately reflect collective human values. We discuss Takeaways for public policy, happiness measurement, and the design of value-aligned AI systems.