The party lights blurred, a kaleidoscope reflecting the chaos within Leo. He’d recognized Chloe from across the crowded room, the girl who’d defended him against the neighborhood bullies, the girl who knew all his secrets. He'd gone over, a knot of excitement and anticipation tightening his stomach. "Chloe! Remember me?" he’d asked, a hopeful lilt in his voice. She'd tilted her head, a confused expression clouding her features. "I'm sorry," she'd replied, her voice slightly strained, "I don't think we've met." Leo felt his face flush. He retreated, bumping into a table and spilling a drink down his shirt. He mumbled an apology and then just kept walking, away from the chatter, away from the flashing lights, away from anyone who could see the turmoil churning inside him.

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