"Thirty thousand dollars," Margaret said, the words catching in her throat. Her husband, Thomas, remained silent, slumped in his armchair. The bank statement lay between them, a stark testament to a hidden life. She felt the blood drain from her face.

He had always complained about finances, always fretted over bills. Yet, he had this. He had kept this secret for years. The injustice of it weighed on her.

She had spent her entire afternoon organizing the house, trying to maintain some semblance of control. Now, she felt like everything was out of her grasp. She abruptly left the house without speaking to him and drove in her car for hours until she came to a small seaside village. There she sat on the beach, the waves crashing, the sand cold against her feet.

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