She stared at the coffee stain on the conference room table, a dark, spreading blemish that mirrored the growing unease inside her. The new girl, all bright eyes and boundless energy, was peppering her with questions about the project, the one she'd poured her heart and soul into.

"And how do you handle the client feedback on this?" the newcomer asked, her tone politely inquisitive. She avoided eye contact and felt a sudden urge to get up and leave the room, to escape this…exercise in public appraisal.

"Well," she began, her voice tight, "It's, ah…it's all in the presentation folder. In the client liaison section." She pointed a shaky finger at a stack of papers, feeling her cheeks burn. It was all there, the processes, the strategies, the triumphs and the setbacks. And now, she was explaining it all like a museum tour guide.

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