A tremor ran through David’s hands as his sister, Sarah, declared her intention to embrace Islam. The words, delivered with a radiant smile, felt like a slap in the face. His carefully constructed life, built on familial conformity, felt threatened. He felt the weight of everyone’s eyes in the crowded living room.

He cleared his throat, his voice cracking, and attempted a congratulatory tone. “That’s… that’s great, Sarah.” His words sounded hollow, even to his own ears. He took a long swig of his soda, the fizz doing little to quench the dryness in his throat.

The subsequent questions from his Aunt Maria felt like needles piercing his defenses. “What about the Christmas traditions? The family dinners?” Each query, seemingly innocent, felt like a public indictment of his sister’s choices. He excused himself, citing a pressing need to check on the barbecue, and retreated to the backyard, where the smoke billowed, a physical manifestation of his internal turmoil.

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