The words hung in the air, thick and cloying like cheap perfume. Across the chipped, wooden table of their usual diner booth, Liam’s face was earnest, apologetic. Sarah stared at her untouched plate of fries. A burning flush crawled up her neck, making her ears ache. She should have known. Should have seen it coming. Everyone else seemed to know before her.

He kept talking, something about career opportunities and a fresh start. Her jaw clenched. She couldn’t meet his gaze. It was easier to focus on the grease pooling on her plate, the way the ketchup bottle wobbled slightly.

“I’m really going to miss you, you know?” Liam said, his voice softer now. He reached out to touch her hand, but she flinched away. The sensation of his touch made her stomach churn. The world around her seemed to shrink, focusing on the small space of the booth.

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