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The anger bias: finding the AI biases which can hurt us most

  • Writer: Emotional Robots
    Emotional Robots
  • Feb 17, 2024
  • 3 min read
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Have you ever experienced a situation in which you are communicating with someone without any anger, yet they respond as if you have confronted them aggressively? This phenomenon, known as the anger bias, refers to the tendency of individuals to interpret ambiguous or neutral situations as more hostile or aggressive than they truly are. This interpretation is often influenced by their emotional state, past experiences, or personality traits. The bias causes people to more readily assume that others are angry or harbor hostile intentions, even in the absence of substantial evidence. Moreover, individuals affected by this bias often react defensively and angrily, perceiving themselves as under attack and retaliating against the perceived aggressor.


The other pandemic


Global anger levels have shown a notable increase over the past decade, driven by various economic, political, and social pressures. According to Gallup’s Global Emotions Report, 2022 saw one of the highest recorded levels of anger, with 23% of people worldwide reporting feeling anger on a regular basis. Factors such as economic inequality, political polarization, and the lingering effects of the COVID-19 pandemic have amplified frustrations globally. With economic instability meaning people struggle to meet basic needs, deeper levels of discontent have become widespread. Furthermore, increased access to digital social media platforms has given more people a space to express their anger publicly, both openly and anonymously, creating an environment where anger can seem more prevalent.


The anger bias in AI


We already know a lot about the danger of biased training data in AI. Just last month, William Agnew and his colleagues at Carnegie Mellon University highlighted that this is an issue not just in text and video, publishing the results of their audit of seven commonly used audio training datasets, including English-language recordings like Mozilla Common Voice, Free Music Archive, and AudioSet. Examining transcripts for biases, they found a frequent disparity: words like "man" or "men" appeared over three times as often as "woman" or "women". The word "man" was linked to terms like "war" and "history", whilst "woman" was associated with words like "mom", "store," and, perhaps most worryingly, "bitch".


Beyond the gender and racial biases in AI training data, the ever increasing representation of the growing anger and negativity within global society expressed in the text, audo amd


The integration of AI into the study of emotional intelligence opens a new frontier in our quest to understand the emotional fabric of human existence. AI can assist in identifying patterns in emotional responses, predicting emotional outcomes, and even providing support through virtual agents and therapeutic tools. This synergy between human EI and AI has the potential to enhance our sensitivity to emotional nuances, making our interactions more empathetic and our support systems more attuned to individual needs.


Towards Alleviating Suffering


The confluence of emotional intelligence in humans and AI presents a transformative approach to reducing suffering. By leveraging the strengths of both human empathy and AI's analytical prowess, we can develop interventions that are not only effective but deeply resonant with the human experience. This includes creating educational programs that enrich EI skills, developing AI systems that provide empathetic support, and fostering environments where emotional understanding flourishes.


Imagine a future where AI-powered tools assist in mental health care, providing immediate, personalized support to those in distress. Envision educational systems where emotional intelligence is interwoven into the curriculum, preparing generations for a life of emotional resilience and mutual understanding. This is the vision that guides our mission—a world where the fusion of human and artificial intelligence opens new avenues for alleviating suffering.


The Path Forward


The journey towards a world less burdened by suffering is a collective endeavor. It requires the collaboration of philosophers, scientists, technologists, educators, and policymakers. Each of us has a role to play in nurturing the seeds of emotional intelligence, whether through personal development, research, or advocacy.


As we stand at the crossroads of human insight and technological advancement, let us choose the path of compassion and understanding. By embracing the fusion of emotional intelligence in humans and AI, we can unlock the potential for a future where suffering is not only mitigated but transformed into a catalyst for growth and connection; a world where we all have the tools and support to navigate the emotional landscapes of life with compassion, resilience, and hope.

 
 
 

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