The discovery was a punch to the gut. James had stumbled upon the account by accident, a pop-up ad on his wife, Emily's, computer. He felt a wave of nausea, a sudden and overwhelming dizziness. He had always been so open with her, always shared his finances, thinking their relationship was built on honesty.

He retreated to the guest room, the door clicking shut behind him. He didn't want her to see him. He felt exposed, as if the very air around him had been stripped away. He lay on the bed, staring at the ceiling, feeling an excruciating pain in his chest.

The evening passed in a blur. He ordered takeout, but he couldn't eat. Sleep was impossible. Every time he closed his eyes, he saw the numbers. Every time he tried to take a deep breath, he was reminded of the lie.

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