The gallery was filled with chattering people, wine glasses, and the pretentious air of the art world. Across the room, nestled amongst a group, was Chloe. He'd recognized her instantly, even after all these years. He'd tried to approach her nonchalantly, hoping to appear sophisticated, collected. "Chloe, isn't it?" he'd asked, attempting a casual tone. She’d looked at him blankly, her lips pursing slightly. "I'm sorry," she'd responded, her voice tight with confusion, "I don't think so." He felt his carefully constructed facade crumble. He fumbled for his wine glass, spilling some down his shirt. He mumbled an apology and moved further away, acutely aware of the eyes on 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