The scent of the floral arrangements was overpowering, a sweet, cloying fragrance that made Sophia’s stomach churn. Seeing David, she felt the familiar pang of regret. It was like a physical blow.

She clutched her drink so tightly, the ice cubes melted in her hand. She plastered on a smile, a mask that felt heavy and cumbersome. Every interaction, every fleeting glance, felt like a painful reminder of what could have been.

She excused herself from the conversation she was in, and slipped out onto the balcony, seeking refuge in the cool night air. The city lights glittered below, but offered little solace. She felt an overwhelming sense of loss, a deep ache that seemed to reside in her very bones.

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