It felt like a cruel joke. Michael had envisioned himself as the cool, collected dad. He’d picture himself talking in a relaxed manner with his child’s teacher. And here he was, a nervous wreck. It was Ms. Davies, the history teacher who'd once called him "a daydreamer." She greeted him with a knowing smile.

He gripped the strap of his messenger bag so tightly his knuckles were white. He could feel his face flush. He was back in his high school desk, not understanding the intricacies of the French Revolution, the same feeling of dread washing over him. He avoided eye contact and answered her questions in single, short sentences. After the meeting, he practically ran.

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