Her voice was strained and brittle when she talked to her mother on the phone. The news, when it came, felt like a physical blow to her. The scholarship, it turned out, was supposed to go to a student from a refugee background, not her.

She had been so busy enjoying the benefits – the freedom, the access to resources. She felt a profound sense of humiliation and shame.

The world seemed to lose its color. She lost interest in her friends and hobbies. She couldn't look anyone in the eye, and she found herself shrinking from social contact. She felt the weight of it, pressing down on her shoulders.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.492
L0.398
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264