They were hosting a party, a grand, ostentatious affair. The music pulsed through the walls, a thrumming reminder of my inadequacy. I could hear the laughter, the clinking of glasses, the murmur of conversation.

I had been invited, of course. But the thought of going, of facing them, of being compared, filled me with dread. I watched from my window, a solitary figure in the fading light.

I retreated to the depths of my apartment, my own walls suddenly seeming threadbare, my own belongings inadequate. The revelry next door felt like a direct indictment of my perceived failures.

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