“No way,” I blurted out. My voice sounded higher than usual. The news had just broken. I stared at the menu, the words blurring before my eyes. My usual order, the eggplant parmigiana, suddenly seemed to mock me.

The waitress, who knew me, looked at me with a sad expression. I felt her pity like a physical weight. I wanted to sink into the floor.

I abruptly stood, knocking over my chair. I mumbled an apology, retrieved my jacket and hurried out the door, the restaurant’s familiar warmth now a suffocating prison. I didn't want to explain, I didn't want to be comforted.

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