The news broke at her family gathering. Her cousin, Michael, had always presented himself as a successful entrepreneur, regaling them with stories of international deals and lucrative investments. His grand pronouncements and boasts had always seemed hollow to her. But now, it was confirmed.

An uncle, who worked in the same building as Michael, mentioned that he'd been recently fired. He'd never been in a high-powered position, it turned out. The room, which was once filled with warmth, suddenly felt cold. She wanted to shrink away.

She made a hasty exit, her appetite completely gone. The drive home was a blur.

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