I took a deep breath, trying to calm the racing of my heart. The lights, the people, the entire situation felt overwhelming. I'd crafted a perfect speech, or so I thought, but now the words were gone, lost in a sea of nervous energy. The microphone felt like a weapon in my hands, a way to publicly expose myself.

I glanced at my mother, her smile unwavering. She expected me to excel. My father's gaze, usually reassuring, now felt like a test. I felt the heat rising in my cheeks, the sweat prickling on my skin. I began to speak, my voice thin and hesitant, and a wave of despair washed over me.

I fumbled through the prepared anecdotes, butchering the carefully chosen words. The applause at the end felt like a hollow acknowledgment of my inadequacy. I wanted to sink into the floor.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. 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 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228