"Isn't it cool?" The man, beaming with pride, displayed the tattoo: every stroke, every shade, an exact replica of his original sketch. The artist, normally a social butterfly, felt his usual confidence drain away. He forced a smile, but his throat constricted.

He mumbled something about its being "interesting." He felt a strange disconnection, as though he was watching himself from a distance.

He excused himself, making a swift exit. He walked aimlessly down the street, the cheerful bustle of the city suddenly unbearable. He felt stripped of his identity. He had to get away.

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