The phone call was from her father. He was delighted. “He speaks our language now, your husband! It is so wonderful that he tries!” Her heart sunk. She hadn't told her parents, hadn't wanted to. It was supposed to be her thing, her bond with them, her heritage.

She imagined her father, beaming, sharing a joke, and his son-in-law, fumbling for the right word. A cold, unfamiliar feeling started in her chest. She stood at the kitchen counter, staring out the window, watching the rain blur the world outside. The phone felt heavy in her hand.

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