The vibrant colors of the art gallery seemed to mock her. Emily stared at the scene before her. Michael, her boyfriend, was gesturing animatedly, deep in conversation with another woman. The other woman, dressed in a familiar vintage dress, was also holding a glass of wine, as was Emily. It was almost as if they were supposed to be twins.

Emily’s fingers tightened around her own wine glass, the stem digging into her palm. She felt a knot forming in her stomach, a physical manifestation of her mounting dread. She felt her face burn. This was not how the evening was supposed to unfold.

She turned and fled, not even bothering to look back.

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