The sun streaming through the window seemed too bright, too cheerful. Emily stared at the screen, the friend request from Jessica a stark black line against the cheerful display of flowers on her laptop. Jessica, who had made high school a living hell.

She felt a shudder run through her, a physical reaction she couldn't control. All the feelings she'd tried to bury, the memories of cruel words, the crushing isolation, surged to the surface.

She wanted to scream, to destroy something. But instead, she just sat there, her breath caught in her throat, feeling the sting of unshed tears. She wished she had never seen it, never known, never cared.

Emotion: sorry

Cluster: Sadness / Despair
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.604
L0.549
😞0.382
😔0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288