The world seemed to shrink, focusing on that one, awful object. There, on a table piled high with knick-knacks, was her dearest friend of all, Buttons. She immediately felt like she was back in kindergarten. The memories of her childhood swirled around her, filling her with dread.

She felt a hot flush spread across her chest as she approached the table, feeling every step. The woman selling the items seemed to know her thoughts. The woman smirked at her and said, "He looks lonely, doesn't he?" She didn't respond. She turned away quickly, wanting to hide from the world.

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