He stared at the screen. The text, a particularly crude joke about his ex-girlfriend, had gone to his grandmother. He felt a wave of nausea. He’d been trying to be funny, to vent, but now he just felt awful. He didn’t know what to do. His grandmother was the sweetest person he knew.

He thought of her kind face, her gentle voice. He winced, picturing her reading the message. He pictured her face. He felt a burning sensation in his chest. He wanted to call her, explain, but his throat had closed. He put the phone down, unable to look at it. He wished he could turn back time.

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