The clinking of champagne glasses filled the room. Everyone was congratulating Isabella. She had inherited the family fortune - a vast sum of money, a mansion, all the trappings of unimaginable wealth.

"And for me?" I thought. I received a collection of my grandmother's old journals and a small, slightly dented music box. My face burned. My chest felt tight, as if a vise was squeezing it. I wanted to sink into the floor.

I took a large gulp of champagne, the bubbles stinging my throat. The words of congratulations rang hollow in my ears. I felt eyes on me, assessing me. I mumbled a weak "Congratulations to you, Isabella," before making a hasty exit, the music box digging painfully into my palm.

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