Prototype Effect
Research Paper

Date: April 2025 - June 2025

Role: Data Analysis, Experimental Designer, Cognitive Science Researcher, Co-Author

Read the Full Paper: CLICK HERE

The Prototype Preference Effect (PPE) refers to the human tendency to prefer the prototypical over the atypical.

So how do the trees above tie into this?

When we think of a “tree,” most of us imagine one that’s tall, full of leaves, and thriving. A bare tree, while still technically a tree, doesn’t align as closely with that mental image—and is therefore less likely to be preferred. This reflects the PPE: our preference for what best fits the prototype in our minds. Recent findings suggest that this preference is influenced by the emotional valence of the stimulus category.

We introduced a new variable of cognitive load to see how mental strain impacts this preference bias. We hypothesized that the PPE would only emerge under low cognitive load, suggesting that it requires cognitive resources. The following study investigated whether the PPE is automatic or dependent upon cognitive resources, and whether it interacts with category valence.

Our findings suggest that the PPE is not fully automatic and can be affected by cognitive load, more so for negatively valenced categories.


Experimental Design
  • 18 UCLA Students (ages of 20-23)
  • Design:
    • Within subjects
    • 2 levels of valence(Positive vs. Negative)
    • 2 categories of dot patterns(Ack and Blub)
    • Cognitive load manipulation: 2 levels due to complexity of 7- digit number string presented.
  • Stimuli: Dot patterns with 4 levels of distortions from prototype, paired with either peaceful(positive) or chaotic(negative) protest images
  • Procedure:
    • Learning phase: 56 dot patterns paired with protest images shown for 2 seconds each.
    • Testing phase: 58 trials; participants memorize number string, rate how much they like the dot pattern, then recall the string
Learning Phase:
Testing Phase:
Results and Findings:
Regression Results
Distortion Level Differences
  • Emotional valence DID NOT significantly impact
    likeness ratings
  • Cognitive load DID significantly impact likeness ratings
  • Cognitive Load Effect: PPE emerged under low cognitive
    load
    but disappeared under high cognitive load
Discussion
Our findings suggest that the Prototype Preference Effect (PPE) is not automatic—it only emerged when participants were under low cognitive load. When cognitive resources were taxed, the effect disappeared, indicating that prototypical preferences require mental effort.

Interestingly, we did not find evidence that emotional valence (positive vs. negative imagery) influenced the direction of the PPE, contrary to prior findings. One likely explanation is that our protest images did not evoke strong or consistent emotional reactions, highlighting a limitation in how we operationalized valence.
Read the full paper HERE for in-depth methodology, data analysis, and discussion.