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attentional_bias
Attentional bias is the tendency to pay disproportionate attention to certain types of stimuli while ignoring others, driven by recurring thoughts, emotional states, or preoccupations. This selective attention creates a filtered view of reality where certain information is amplified and other information is effectively invisible.
A person anxious about their health notices every minor body sensation - a slight headache, a muscle twitch - and interprets each as a potential symptom of serious illness, while ignoring the vast majority of moments when they feel perfectly fine.
A politician running a tough re-election campaign scans every news article and social media post for criticism of their record, mentally cataloguing each negative comment while barely registering the many supportive messages — leaving them convinced public opinion is far more hostile than polling actually shows.
A manager who recently had a conflict with a colleague starts noticing every time that person arrives a few minutes late or leaves early, mentally logging each instance as evidence of laziness, while completely overlooking the many days they arrive on time and stay late.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is the focus disproportionately placed on a particular type of information?
Type: binaryIs the focus driven by recurring thoughts, concerns, or emotional preoccupation?
Type: binaryIs other relevant information being systematically overlooked?
Type: binaryAttentional bias is the tendency to pay disproportionate attention to certain types of stimuli while ignoring others, driven by recurring thoughts, emotional states, or preoccupations. This selective attention creates a filtered view of reality where certain information is amplified and other information is effectively invisible.
The brain's attentional system prioritizes stimuli that are emotionally relevant or connected to current goals and concerns. This creates a self-reinforcing cycle where attention to certain stimuli increases their perceived frequency and importance.
Practice mindful awareness of what you are paying attention to and deliberately broaden your focus. Keep structured records or logs to counteract the selective nature of attention.
People with addiction show attentional bias toward substance-related cues, and people with anxiety disorders show attentional bias toward threat-related stimuli, perpetuating their conditions.
Use these tools to detect, analyze, or train this aspect.