The discovery was like a blow. Rebecca had always felt secure in her marriage, secure in their shared life. Now, she had found an account, a separate world, a world where she wasn't included. She felt the heat rise in her face.

Her husband, Paul, had been cheerful that morning, making breakfast, discussing their plans for the weekend. The betrayal felt profound. The deceit was a sharp pain.

She sat on the edge of the bed, her body rigid. She thought about all the things they had discussed, all the dreams they had shared. She felt like all of that was tainted now. She couldn't look at him. She didn't want to see his face. She felt like a puppet, and he had the strings.

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