The announcement had come during a class. Amelia's face burned red. All around her, her classmates were buzzing with frantic energy. The professor, seemingly unfazed, continued with the lesson. Amelia wanted to scream.

After class, she slipped away unnoticed, avoiding eye contact. She couldn’t face the pitying glances, the whispers. She had spent so long building her reputation, crafting an image of competence and intellectual curiosity. It was all a facade, and now everyone would see it crumbling.

She went back to her room and locked the door. She didn’t want to go out or talk to anyone. She felt a profound sense of self-loathing.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. 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 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242