Rain lashed against the windows of Emilia’s restaurant, mirroring the storm brewing inside her. She stared at the review on her phone screen, the words blurring through her tears. The critic had called her signature risotto "an insult to rice."

She excused herself from the small gathering she was hosting. Back in her office, she kicked the wastebasket across the room. Her carefully curated collection of cookbooks, usually a source of comfort, suddenly felt like a judgment. The critic had specifically targeted her grandmother’s recipe, the one she'd inherited and cherished.

Later that evening, the staff nervously cleared the plates. Emilia couldn't bring herself to speak. Her usual boisterous laughter was gone, replaced by a tight-lipped silence.

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