The Space Between Us: A Conceptual Framework Using Affective Pixelation for Eliciting Nuanced Emotion
DOI:
https://doi.org/10.5032/jae.v67i1.3315Keywords:
Artificial Intelligence, emotional elicitation, methodology, mixed-methods, psychological safetyAbstract
Social science research concerned with nuanced human experience faces a fundamental challenge, as both quantitative and qualitative methods have primarily relied on introspective self-reporting. Participants often experience cognitive dissonance and a lack of psychological safety when sharing complex or vulnerable emotions. These methodological limitations may fail to capture the complete experiences of a phenomenon when accessing emotions that are difficult to articulate in emotionally engaged professions. We propose: (1) a new conceptual framework, AI-Generated Emotional Elicitation and Experiential Mapping (AI=GE2M™), and (2) a demonstration of the technical and procedural viability of the tool’s Phase 1 affective pixelation. The framework enables a saturation of ease by shifting the participant’s task from vulnerable introspection (“tell me what you feel”) to external interpretation (“tell me what you see”). This transition creates the necessary psychological safety net for participants to disclose disillusionment without fear, addressing the fundamental introspection gap that renders traditional self-reports incomplete or superficial. The affective pixelation protocol operationalizes (1) quantitative scaffolding using the circumplex model of affect, and (2) interpretive verification to bridge the subjectivity gap. Using a layered synthesis approach, we generated a faithful and theoretically grounded visual stimulus. Our central contribution is the establishment of a procedurally viable and theoretically grounded protocol. The protocol provides the stable technical foundation required for future empirical trials. The AI=GE2M is a flexible, auditable tool that formally documents and operationalizes a researcher’s subjectivity. All human-centered claims, including enhanced psychological safety, remain theoretical and must be empirically validated in Phase 2 human participant trials.
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References
Arrow, K. J. (2020). Social choice and individual values. Barakaldo.
Baker, M. A., & Cline, L. L. (2019). The coach phenomena: Examining the validity of the Kolb educator role profile in preservice agricultural education. Journal of Agricultural Education, 60(4), 71–87. https://doi.org/10.5032/jae.2019.04071 DOI: https://doi.org/10.5032/jae.2019.04071
Bradley, M. M., & Lang, P. J. (1999). Affective norms for English words (ANEW): Instruction manual and affective ratings (Vol. 30, No. 1, pp. 25–36). Technical report C-1, the Center for Research in Psychophysiology, University of Florida. https://pdodds.w3.uvm.edu/teaching/courses/2009-08UVM-300/docs/others/everything/bradley1999a.pdf
Barwick, R. P. (1967). Don’t discourage prospective agriculture teachers. Journal of Agricultural Education, 8(2), 3–4. https://doi.org/10.5032/jaatea.1967.02003 DOI: https://doi.org/10.5032/jaatea.1967.02003
Barrett, L. F. (2017). The theory of constructed emotion: an active inference account of interoception and categorization. Social cognitive and affective neuroscience, 12(1), 1–23. https://doi.org/10.1093/scan/nsw154 DOI: https://doi.org/10.1093/scan/nsx060
Claflin, K., Stewart, J., & Traini, H. Q. (2024). We’re all in this together: Examining how alternatively certified teachers participate in agricultural education community of practice. Journal of Agricultural Education, 65(1), 176–192. https://doi.org/10.5032/jae.v65i1.2452 DOI: https://doi.org/10.5032/jae.v65i1.2452
Clark, M. S., Kelsey, K. D., & Brown, N. R. (2014). The thornless rose: A phenomenological look at decisions career teachers make to remain in the profession. Journal of Agricultural Education, 55(3), 43–56. https://doi.org/10.5032/jae.2014.03043 DOI: https://doi.org/10.5032/jae.2014.03043
Clemons, C. A., Hall, M., & Lindner, J. (2021). What is the real cost of professional success? A qualitative analysis of work and life balance in agriscience education. Journal of Agricultural Education, 62(1), 95–113. https://doi.org/10.5032/jae.2021.01095 DOI: https://doi.org/10.5032/jae.2021.01095
Clemons, C. A., & Lindner, J. R. (2019). Teacher longevity and career satisfaction in the secondary agricultural education classroom. Journal of Agricultural Education, 60(1), 186–201. https://doi.org/10.5032/jae.2019.01186 DOI: https://doi.org/10.5032/jae.2019.01186
Coleman, J. S. (1990). Foundations of social theory. The Belknap Press of Harvard University Press.
Collier, J. (1957). Photography in anthropology: A report on two experiments. American anthropologist, 59(5), 843–859. https://www.jstor.org/stable/665849 DOI: https://doi.org/10.1525/aa.1957.59.5.02a00100
Connors, J. J. (1998). A regional Delphi study of the perceptions of NVATA, NASAE, and AAAE members on critical issues facing secondary agricultural education programs. Journal of Agricultural Education, 39(1), 37–47. https://doi.org/10.5032/jae.1998.01037 DOI: https://doi.org/10.5032/jae.1998.01037
Darby, A. (2008). Teachers’ emotions in the reconstruction of professional self-understanding. Teaching and Teacher Education, 24(5), 1160–1172. https://doi.org/10.1016/j.tate.2007.02.001 DOI: https://doi.org/10.1016/j.tate.2007.02.001
Deci, E. L., & Ryan, R. M. (2013). Intrinsic motivation and self-determination in human behavior. Springer Science & Business Media.
Deci, E. L., & Ryan, R. M. (1985). The general causality orientations scale: Self-determination in personality. Journal of Research in Personality, 19(2), 109–134. https://doi.org/10.1016/0092-6566(85)90023-6 DOI: https://doi.org/10.1016/0092-6566(85)90023-6
Freidson, E. (2001). Professionalism, the third logic: On the practice of knowledge. University of Chicago Press.
Figoli, F. A., Arzberger, A., Lagos Rojas, C., & Colombo, S. (2025, April). Augmenting photo elicitation methods: Using AI-generated images to explore personal value understandings. In Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems (pp. 1–14). https://doi.org/10.1145/3706599.3719884 DOI: https://doi.org/10.1145/3706599.3719884
Frost, K. J., & Rayfield, J. (2020). Decision to enter the classroom as an agriculture teacher: An exploratory qualitative investigation. Journal of Agricultural Education, 61(1), 247–261. https://doi.org/10.5032/jae.2020.01247 DOI: https://doi.org/10.5032/jae.2020.01247
Giorgi, A., & Giorgi, B. (2008). Phenomenal psychology. In C. Willig & W. Stainton-Rogers (Eds.), The SAGE handbook of qualitative research in psychology (pp. 165–178). SAGE Publications DOI: https://doi.org/10.4135/9781848607927.n10
Haddad, B., Velez, J., Stewart, J., & Botkin, H. (2023). That’s not in my job position description: A discourse analysis of SBAE migratory context. Journal of Agricultural Education, 64(3), 203—224. https://doi.org/10.5032/jae.v64i3.156 DOI: https://doi.org/10.5032/jae.v64i3.156
Haddad, B., McKim, A., Traini, H., Goodwin, C., & Gama-Romo, B. (2024). To those concerned with teacher retention: A collective thought experiment. Journal of Agricultural Education, 65(3), 129–150. https://doi.org/10.5032/jae.v65i3.2604 DOI: https://doi.org/10.5032/jae.v65i3.2604
Harper, D. (2002). Talking about pictures: A case for photo elicitation. Visual studies, 17(1), 13–26. https://doi.org/10.1080/14725860220137345 DOI: https://doi.org/10.1080/14725860220137345
Hargreaves, A. (2000). Mixed emotions: Teachers’ perceptions of their interactions with students. Teaching and Teacher Education, 16(8), 811–826. https://doi.org/10.1016/S0742-051X(00)00028-7 DOI: https://doi.org/10.1016/S0742-051X(00)00028-7
Hochschild, A. R. (2022). The managed heart. In Working in America (pp. 40–48). Routledge. DOI: https://doi.org/10.4324/9781003199588-7
Hur, G., Barry, D. M., Alford, K., Jagger, C. B., & Roberts, T. G. (2024). Why pursue a career in teaching agriculture?: Application of self-determination theory and the theory of planned behavior. Journal of Agricultural Education, 65(2), 15–34. https://doi.org/10.5032/jae.v65i2.68 DOI: https://doi.org/10.5032/jae.v65i2.68
Ingram, M. L., Sorensen, T. J., & Warnick, B. K. (2018). The influence of school-based agricultural education on preservice agriculture teachers’ choice to teach. Journal of Agricultural Education, 59(2), 64–78. https://doi.org/10.5032/jae.2018.02064 DOI: https://doi.org/10.5032/jae.2018.02064
Johansson, P., Hall, L., Sikstrom, S., & Olsson, A. (2005). Failure to detect mismatches between intention and outcome in a simple decision task. Science, 310(5745), 116–119. https://doi.org/10.1126/science.1111709 DOI: https://doi.org/10.1126/science.1111709
Korte, D. S., & Simonsen, J. C. (2018). The influence of social support on teacher self-efficacy in novice agricultural education teachers. Journal of Agricultural Education, 59(3), 100–123. https://doi.org/10.5032/jae.2018.03100 DOI: https://doi.org/10.5032/jae.2018.03100
Kouamé, S., & Feng, L. (2021). Capturing emotions in qualitative strategic organization research. Strategic Organization, 19(1), 97–112. https://doi.org/10.1177/1476127020935449 DOI: https://doi.org/10.1177/1476127020935449
Kulkarni, N. D., & Tupsakhare, P. (2024). Crafting effective prompts: enhancing AI performance through structured input design. Journal of Recent Trends in Computer Science and Engineering (JRTCSE), 12(5), 1–10. https://doi.org/10.70589/JRTCSE.2024.5.1 DOI: https://doi.org/10.70589/JRTCSE.2024.5.1
Lawver, R. G., & Torres, R. M. (2011). Determinants of pre-service students’ choice to teach secondary agricultural education. Journal of Agricultural Education, 52(1), 61–71. https://doi.org/10.5032/jae.2011.01061 DOI: https://doi.org/10.5032/jae.2011.01061
Lawver, R. G., & Torres, R. M. (2012). An analysis of post–secondary agricultural education students’ choice to teach. Journal of Agricultural Education, 53(2), 28–42. https://doi.org/10.5032/jae.2012.02028 DOI: https://doi.org/10.5032/jae.2012.02028
Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic inquiry (Vol. 75). Sage. DOI: https://doi.org/10.1016/0147-1767(85)90062-8
Marx, A. A., Smith, A. R., Smalley, S. W., & Miller, C. (2017). Previous experience not required: Contextualizing the choice to teach school-based agricultural education. Journal of Agricultural Education, 58(4), 126–142. https://doi.org/10.5032/jae.2017.04126 DOI: https://doi.org/10.5032/jae.2017.04126
McKibben, J. D., Clemons, C. A., & Nurradin, M. (2022). Hybrid vigor: A quantitative analysis of job satisfaction of United States school-based secondary agricultural education classrooms. Journal of Agricultural Education, 63(2), 238–250. https://doi.org/10.5032/jae.2022.02238 DOI: https://doi.org/10.5032/jae.2022.02238
McKibben, J., Holler, K., Clemons, C., & Lindner, J. (2023). Locus of control and pedagogy in skill-based agricultural mechanics. NACTA Journal, 67(1). https://doi.org/10.56103/nactaj.v67i1.88 DOI: https://doi.org/10.56103/nactaj.v67i1.88
Nardon, L., Brüning, C., Valgardsson, S., & Busato, M. (2025). AI-Image generation in research interviews: Opportunities and challenges. International Journal of Qualitative Methods, 24, 1–11. https://doi.org/10.1177/16094069251333335 DOI: https://doi.org/10.1177/16094069251333335
Nardi, B. (1998). Context and consciousness: Activity theory and human-computer interaction. https://doi.org/10.22230/cjc.1998v23n2a10 DOI: https://doi.org/10.22230/cjc.1998v23n2a1041
National Association of Agricultural Educators. (n.d.). The agricultural education teacher’s creed. https://www.naae.org/about/history/ag-teachers-creed/
Nisbett, R. E., & Wilson, T. D. (1977). Telling more than we can know: Verbal reports on mental processes. Psychological Review, 84(3), 231–259. https://doi.org/10.1037/0033-295X.84.3.231 DOI: https://doi.org/10.1037/0033-295X.84.3.231
Oxford University Press. (2024).Choice. In Oxford English Dictionary. Retrieved October 20, 2025, from www.oed.com
Pozderac, M., Casey, T. T., & Kitchel, T. (2022). Insights from second generation agriculture teachers on career choice and identity. Journal of Agricultural Education, 63(1), 47–61. https://doi.org/10.5032/jae.2022.01047 DOI: https://doi.org/10.5032/jae.2022.01047
Rapp, A., Boldi, A., Curti, L., Perrucci, A., & Simeoni, R. (2024). How do people ascribe humanness to chatbots? An analysis of real-world human-agent interactions and a theoretical model of humanness. International Journal of Human–Computer Interaction, 40(19), 6027–6050. https://doi.org/10.1080/10447318.2023.2247596 DOI: https://doi.org/10.1080/10447318.2023.2247596
Russell, J. A. (1980). A circumplex model of affect. Journal of Personality and Social Psychology, 39(6), 1161. https://doi.org/10.1037/h0077714 DOI: https://doi.org/10.1037/h0077714
Roberts, T. G., & Ball, A. L. (2009). Secondary agricultural science as content and context for teaching. Journal of Agricultural Education, 50(1), 81–91. https://doi.org/10.5032/jae.2009.01081 DOI: https://doi.org/10.5032/jae.2009.01081
Saarni, C. (1999). The development of emotional competence. Giulford Press
Schmidt, K. J., Milliken, D. B., Morales, A. M. G., Traini, H. Q., & Velez, J. J. (2022). When teaching hurts: Exploring the secondary traumatic stress experiences of early-career SBAE teachers. Journal of Agricultural Education, 63(3), 216–232. https://doi.org/10.5032/jae.2022.03216 DOI: https://doi.org/10.5032/jae.2022.03216
Santavirta, S., Wu, Y., Suominen, L., & Nummenmaa, L. (2025). GPT-4V shows human-like social perceptual capabilities at phenomenological and neural levels. Imaging Neuroscience, 3, IMAG-a. https://doi.org/10.1162/IMAG.a.134 DOI: https://doi.org/10.1162/IMAG.a.134
Smith, C. J., Sorensen, T. J., Burrows, M., & Lawver, R. G. (2020). Pioneering spirit: Examining the motives and experiences of non-SBAE students majoring in agricultural education. Journal of Agricultural Education, 61(3), 164–181. https://doi.org/10.5032/jae.2020.03164 DOI: https://doi.org/10.5032/jae.2020.03164
Solomonson, J. K., Thieman, E. B., Korte, D. S., & Retallick, M. S. (2019). Why do they leave and where do they go? A qualitative study of Illinois school-based agriculture teachers who left the profession. Journal of Agricultural Education, 60(4), 115–131. https://doi.org/10.5032/jae.2019.04115 DOI: https://doi.org/10.5032/jae.2019.04115
Solomonson, J. K., & Retallick, M. S. (2018). Over the edge: Factors nudging mid-career, school-based agriculture teachers out of the profession. Journal of Agricultural Education, 59(4), 1–19. https://doi.org/10.5032/jae.2018.04001 DOI: https://doi.org/10.5032/jae.2018.04001
Sorensen, T. J., McKim, A. J., & Velez, J. J. (2016). Why agriculture teachers leave: A national examination of turnover intentions and work-family conflict. Journal of Agricultural Education, 57(4), 186–201. https://doi.org/10.5032/jae.2016.04186 DOI: https://doi.org/10.5032/jae.2016.04186
Steward, J., & Roberts, T. G. (2024). Factors considered by male school-based agricultural education students when selecting a college major. Journal of Agricultural Education, 65(2), 290–305. https://doi.org/10.5032/jae.v65i2.2739 DOI: https://doi.org/10.5032/jae.v65i2.2739
Thieman, E. B., Rosch, D. M., & Suarez, C. E. (2016). Consideration of agricultural education as a career: A statewide examination by high school class year of predicting factors. Journal of Agricultural Education, 57(4), 29–43. https://doi.org/10.5032/jae.2016.04029 DOI: https://doi.org/10.5032/jae.2016.04029
Traini, H. Q., Haddad, B., Stewart, J., & Velez, J. J. (2021a). Adjusting, appeasing, and rearranging: How agriculture teachers reconcile demands of the profession. Journal of Agricultural Education, 62(2), 167–184. https://doi.org/10.5032/jae.2021.02167 DOI: https://doi.org/10.5032/jae.2021.02167
Traini, H. Q., Stewart, J., & Velez, J. J. (2021b). Navigating the social landscape of school-based agricultural education: A hermeneutic phenomenology. Journal of Agricultural Education, 62(1), 61–76. https://doi.org/10.5032/jae.2021.01061 DOI: https://doi.org/10.5032/jae.2021.01061
Vincent, S. K., Henry, A. L., & Anderson, J. C. (2012). College major choice for students of color: Toward a model of recruitment for the agricultural education profession. Journal of Agricultural Education, 53(4), 187–200. https://doi.org/10.5032/jae.2012.04187 DOI: https://doi.org/10.5032/jae.2012.04187
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