The gala was supposed to be a dream. Sarah, beaming, had spent weeks planning her outfit, anticipating the moment she'd finally meet Alistair Finch, the author whose words she had practically memorized. Now, however, the champagne tasted like ash.

She stood frozen near the buffet table, clutching a tiny cheese puff, watching Alistair Finch charm the room. He was holding court, regaling a group with a story that sounded…familiar. Too familiar. It was word-for-word, the core narrative of the short story she'd anonymously submitted to his online writing contest.

Her cheeks burned. The laughter around her felt like a personal assault. She surreptitiously retreated, melting back into the shadows of the ballroom, hoping to be unseen.

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