He was talking to her mother. Of course, he was. Liam felt a hot flush creep up his neck. He’d made a joke about her choice of husband. He felt like a fool.

He retreated to the men's room, splashed cold water on his face, and stared at his reflection. He hadn't expected to feel like this. He felt clumsy and awkward, as though he’d grown two left feet.

He took a deep breath. He should just leave. He couldn’t face the rest of the evening. His carefully chosen outfit felt suddenly ridiculous, a costume that accentuated his failings. He leaned against the cool tile, feeling utterly deflated.

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