It was the look on his grandfather’s face that truly broke Julia. The old man, who had always been her anchor, her protector, now stared at her with a mix of confusion and… pity. Julia had just confessed her new belief in atheism.

The shock on her parents' faces was predictable. But the disappointment in her grandfather's eyes was a different kind of pain. She felt a knot tighten in her stomach. The warmth of the family Thanksgiving dinner felt suddenly frigid.

She pushed her plate away, her appetite gone. She excused herself, claiming she was tired. She knew the whispers would begin as soon as she was out of earshot. The feeling of being judged, of letting them down, pressed down on her like a physical weight.

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