The antique shop owner, Mrs. Gable, was beaming. “Just look at him, Harold! Isn't he a natural?” My son, Timothy, eight years old and covered head-to-toe in grime, held a chipped porcelain doll aloft, its one eye staring vacantly. My face burned.

I'd spent years collecting these dolls, a quiet pleasure. Timothy, however, had transformed the hobby into a mania. Every weekend, he’d beg to come with me to estate sales, his small hands already developing a discerning eye I hadn’t cultivated myself until I was decades older. Now, he was the star of my hobby and I was reduced to his sidekick.

“Yes, he’s… enthusiastic,” I managed, my voice tight. Mrs. Gable chuckled, then turned to other customers.

I felt a tightening in my chest. The joy of finding the dolls had faded, replaced by this gnawing discomfort.

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