The flickering candlelight cast dancing shadows on the walls of the old cottage. Sarah had been sorting through her childhood belongings when she discovered the letter, tucked inside a battered photo album. The letter was addressed to a social worker, dated years before she was born.

It described her mother's struggles with poverty, her desperation, and her fear for the future. Her mother, who had always been so strong, had struggled, too. The words hit Sarah like a punch to the gut.

She felt a sudden, inexplicable anger, not at her mother, but at the world. She hugged her knees, feeling suddenly small and vulnerable, the carefully constructed narratives of her childhood crumbling around her. The truth was heavier than she could have guessed.

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