The concert hall felt like a suffocating cage. Emily felt a hot flush creep up her neck. The text, a complaint about her husband's behavior, had gone to the very man she was criticizing. She looked over at him. He was seated right beside her, blissfully unaware. For now.

She fidgeted in her seat, her fingers twitching. The music started, but she couldn’t focus. Every note felt like a pointed finger. She wanted to sink into the floor. She debated faking an illness, but that would only prolong the agony. She just wished she could undo her mistake.

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