The room seemed to tilt as she walked to the podium. The noise of the party receded into a dull roar, replaced by the frantic beating of her own heart. She adjusted the microphone, her fingers clumsy and fumbling. She’d practiced her speech a hundred times, but now, the words seemed to have abandoned her.

She looked at her father, his eyes twinkling with pride. She wanted to do him proud, but she couldn't seem to get the words right. She felt a burning sensation in her throat and found herself swallowing repeatedly to moisten it. Her voice wavered, betraying the turmoil inside.

Her mother’s gaze felt like a silent pressure. She forced a smile and stumbled through a few platitudes. She could feel her face flush with embarrassment and the desire to simply disappear. The whole experience felt like a personal failure.

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