The old photographs lay scattered on the bed. Sarah picked up the one of them with the winning trophy, their faces flushed with triumph. Beside her, Emily was lost in the moment. "We were unstoppable," she said with a laugh.

Sarah traced the outline of the trophy with a trembling finger. She remembered the elation. She remembered the cheers. But she also remembered the hours of secret practice, the hidden sacrifices.

She recalled the fear, the pressure she felt that Emily had never known, because she had been the one to shoulder it. Her breath hitched. She had been so afraid of letting Emily down.

She swallowed hard, avoiding her friend’s gaze.

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