The annual family reunion loomed, a yearly ritual she had always enjoyed. Now, the thought of it made her stomach churn. She pictured the familiar faces, the awkward small talk, the carefully constructed facade of familial harmony. How could she possibly face them now, knowing that she was an imposter? She felt a tightening in her chest, a sensation like being squeezed in a vise. She had started to avoid calls from her cousins, pretending to be busy. The invitations sat on the counter, a constant, unwanted reminder.

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