The party was in full swing, and everyone was complimenting the house. "So charming!" "A real find!" It was almost more than he could bear. All he wanted was to be liked, to fit in. He'd poured his heart and soul into this, hoping it would finally earn him some respect.

He excused himself, claiming a need for air. He stumbled into the pantry, fiddling with the ancient pantry shelves. One shelf resisted his touch, then gave way with a screech, exposing a narrow space behind. A small room, dark and cluttered. He knew the others would make fun of him, that he would be seen as a fool.

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