The party chatter faded into a dull roar around her. Sarah watched, detached, as James laughed with the group. Just hours ago, she had seen him discreetly leave the room to take a phone call, and when he returned, his eyes were bright, his smile strained. The details of the call, the words, the tone, echoed inside her head, but she could only recall a sense of deep unease.

She picked at the hors d'oeuvres, suddenly not hungry. The room felt too bright, too loud. She felt exposed, a figure on display.

She excused herself and stepped onto the balcony, the cool night air offering little relief from the internal fire.

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