"This can't be happening," muttered James, staring across the park bench at the two women. He'd arranged to meet "Jessica" to discuss their weekend plans. As he approached, he'd seen "Jessica" sharing a picnic basket with another woman, a woman he knew as "Kate." "Jessica" had told him she was busy every weekend for the past six months.

He felt the blood drain from his face. The idyllic setting, the sunshine, the chirping birds – they all seemed to conspire against him, highlighting his foolishness. He stopped several feet away, feeling his legs grow heavy.

He felt a deep shame settle over him, making him want to disappear and change his name.

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