The thought had been nagging at him all week, but he'd dismissed it as paranoia. Now, as he sat across from her, it was undeniable. The same girl, the one he used to tease mercilessly in middle school, was now a licensed professional.

He found himself struggling to find his voice. His throat tightened, making it difficult to breathe. He wanted to bolt from the room. He felt as though he was a child again, facing her during a brutal playground encounter.

He leaned back in the chair, trying to appear relaxed, but his hands were clenched in his lap. He could feel his heart hammering against his ribs, a frantic drumbeat of shame and regret.

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