A sour taste rose in Claire's throat. She'd been looking forward to a concert date with "Daniel," but as she entered the venue, she saw him, laughing, with another woman. The woman, with a familiar dark bob, was the same woman who'd been texting her for weeks.

She felt a hollowness in her chest, a profound sense of wrongness. The energy of the crowd, the flashing lights, the anticipation for the music - it all became a blur. She clutched her bag to her chest, feeling suddenly vulnerable and exposed. She wanted to be invisible.

She quickly turned away and ran toward the exit, needing to get as far away from the situation as possible.

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