“Explain this, please, Jessica,” the professor said, and the words sliced through her like a blade. Jessica’s carefully constructed world, filled with A’s and accolades, was crumbling before her eyes. The room swam, the walls seemed to shift, and the world was suddenly a blur.

She wanted to scream, to yell, but the sound was trapped in her throat. She could only manage a small, almost inaudible gasp. The air around her felt heavy, oppressive, and she could barely breathe.

She traced patterns on the desk with her finger. Her body was rigid, her muscles tight. She felt the sudden urge to run, to escape the unbearable scrutiny.

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