Sweat beaded on my forehead as I watched Chloe, my daughter, command the stage. The judges' faces were a mix of awe and polite surprise. Her meticulously crafted miniature dioramas, each scene a painstaking replica of famous historical battles, were on display. It was the regional competition. And I had taught her the basics of model building.

I'd initially taken up miniature wargaming for a bit of mental stimulation. Now, it was Chloe who was the star.

Her latest creation, the Battle of Thermopylae, was particularly stunning. But when the emcee announced the winner, Chloe won again, I felt a strange sinking sensation in the pit of my stomach, like I was falling. Chloe gave me a huge smile, a bright, triumphant smile. She hugged me, which did little to alleviate the feeling of being small, unimportant.

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