The moment she stepped onto the stage, a wave of heat washed over her. The room, filled with well-wishers and relatives, seemed to spin. She'd prepared a heartfelt tribute for her dad, but the words felt like foreign objects in her mouth. Her carefully crafted jokes crumbled, replaced with awkward silences and nervous coughs.

She saw her brother, his face a mask of amusement, mouthing words of encouragement that seemed to mock her. Her mother’s supportive nod felt more like a silent plea to finish. Every detail, from the floral arrangements to the caterer's choice of hors d'oeuvres, seemed to amplify her discomfort.

She felt a burning sensation in her cheeks and avoided looking at her dad, afraid of meeting his gaze and seeing the disappointment she knew was written all over her face. She rushed to the final sentence, desperate for it to be over. She took her seat, feeling as though she had let everyone down.

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