I stared at the screen, my face burning. My essay, which described my experiences as a first-generation college student, was now a public artifact. The university seemed to have framed it as a feel-good story. But it was *my* story.

I felt a surge of rage, a white-hot anger that threatened to erupt. I felt humiliated. The essay was about the struggle. The hardship. The isolation. It felt like they were trivializing it, sanitizing it for public consumption.

My hands shook as I reached for the mouse, my intention to close the window immediately. I felt as though the university had taken my personal experience and sold it.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217