"Unbelievable," she whispered, her voice laced with disbelief. The photographs told a story that clashed sharply with the family's carefully curated history. Her aunt, the epitome of elegance and grace, was captured behaving in a way that directly contradicted that image.

She felt a hot flush spread across her face. The photographs seemed to amplify the silence, highlighting the discrepancies between reality and the stories she had been told.

She wanted to run, to escape the crushing weight of the revelations. She wrapped her arms around herself, seeking a sense of protection against the storm of emotions that raged within her. She found herself wishing to be anywhere else.

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