The aroma of freshly brewed coffee, a morning ritual for her, was abruptly interrupted. Across the breakfast table, Liam, her partner of five years, cleared his throat. "Buenos días, mi amor," he said, the words slightly slurred, the accent embarrassingly thick. Sarah's spoon clattered against the ceramic bowl as she stared, her face burning. Why had he done this? She had always been so proud of her fluency, of her connection to her family and their culture. He just…imitated it?

She forced a tight smile. "That’s… nice, Liam," she managed, her voice brittle. The carefully crafted serenity of their kitchen suddenly felt suffocating, each brightly colored tile mocking her. She picked at her oatmeal, the texture now unappealing, the flavor bland. The way he kept smiling, proud of himself, made her want to disappear.

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