The family reunion was supposed to be a joyous occasion, a celebration of heritage and connection. But as her partner started to chat with her cousins, she felt a sinking sensation in her stomach. He was butchering the language, sure, but he was doing it with such an air of confidence, a clear desire to be one of them. The warmth she'd always felt at these gatherings turned to a chilling unease.

She avoided his gaze, watching the interactions from the corner of her eye. The vibrant energy of the family felt suddenly strained, each shared laugh a subtle jab. She excused herself, retreating to a quiet room to collect herself, the echo of his halting speech still ringing in her ears.

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