He’d always felt so confident behind the keyboard. Now, Liam stared at Chloe, whose avatar was "Cosmic_Kitten," across the coffee shop table. His cheeks burned. He’d told her he was a world-renowned astrophysicist. He was currently failing a basic astronomy course.

He fiddled with his straw, the plastic crinkling under his nervous fingers.

Chloe's gaze swept over him, her expression unreadable.

He’d regaled her with elaborate stories of his research, his travels, his supposed brilliance. Now, he was trapped. He could feel his ears turning red.

He mumbled something about a sudden appointment and bolted out, knocking over his chair in the process. The image of the chair toppling over, followed by the sound of its impact, was going to replay over and over in his head.

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