He had always dreamt of starting his own business. The same concept, the same business plan, was being presented by the person he was supposed to collaborate with. He had a sudden loss of words, a dry throat, and a cold sweat.

The partner spoke with confidence and charisma, while he struggled to maintain his composure. The words seemed to stick in his throat.

He listened to the rest of the presentation in silence, his face burning. He felt a sense of utter isolation. His dreams, once vibrant, now felt tainted and worthless.

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