"Mom, look!" Maya's voice cracked. She hadn't visited home in years. Her mother, perched on the edge of the bed, peered over her daughter's shoulder at the glowing screen. The listing showcased a polished, minimalist interior. It was nothing like the house Maya remembered, filled with mismatched furniture and dog-eared books. A shiver ran down her spine, and she pulled her sweater tighter around herself. Her mother touched her arm, a silent understanding passing between them. Maya abruptly stood up and began pacing the small apartment.

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