The lawyer finished reading. "And to Charles," he announced, "The family's renowned art gallery." Charles, my brother, straightened, a look of smug satisfaction on his face. He'd always been the one favored by our parents.

I, Daniel, felt my jaw tighten. I received a small, dilapidated bookstore filled with the worst-selling volumes. The air grew heavy, like a humid summer day. I picked at a loose thread on my sleeve.

The lawyer gave me a perfunctory nod. I wanted to protest, to scream, to lash out. Instead, I simply nodded back, my voice catching in my throat as I whispered a weak "Thank you."

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