He buried his face in his hands. His palms were clammy, slick with sweat. The article, "A Look Back: John's Cringeworthy Teen Diary," was trending. He couldn't bring himself to click on it again. Images of his youthful self, hair slicked back, posing with a guitar, flashed through his mind.

Later that afternoon, his phone rang. It was his boss, and the tone of the conversation was strained. John found himself stammering, his voice catching in his throat as he tried to explain his actions from so long ago. He hung up the phone feeling as though he’d been kicked in the gut.

That evening, he went for a long, aimless walk, the brisk autumn air doing little to cool the fire raging inside him. He felt as though he would never recover.

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