The music swelled, a stark contrast to the quiet turmoil brewing inside Grace. She took a deep breath, trying to steady herself. Her parents were laughing, enjoying themselves. And she felt a bitter taste on her tongue.

Sheโ€™d been so focused on her own life, her own ambitions. She had placed herself above them. She had always made excuses. And now, she felt the sting of their kindness, the ache of her absences.

The speech she'd prepared felt insincere, a collection of empty phrases. She could feel a flush creeping up her neck, a physical manifestation of the shame she carried. She looked at her parents, and the weight of it all settled heavily in her heart.

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
ํƒ“0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
๐Ÿ˜-0.274
"!-0.264