“You have a brother,” her father said, his voice hesitant over the phone. Amelia felt the air leave her lungs. She’d always admired her father’s stoicism, but in that moment, she was thankful the distance was there. The silence stretched between them, thick and unbearable. She could feel a flush rise on her face.

Amelia hung up the phone, her hands shaking so badly she could barely hold the receiver. She wanted to scream, to lash out. The apartment felt too small, the walls closing in. She marched over to her bookshelf, grabbing the first book she could find, and hurled it across the room. The crash of the book against the wall did nothing to alleviate the tension. She felt pinned, trapped.

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