"You know, you don't have to stay in your room all day, honey," her mother had said, her voice laced with an effort at cheerfulness. Eleanor had mumbled an agreement, knowing the offer was an attempt at reassurance. The words felt like a judgement.

The silence of her bedroom echoed. She stared at the ceiling, the light fixture casting strange shadows. She couldn't shake the feeling of being trapped. She knew her parents were worried, knew they were treading carefully. She resented their kindness, their patience.

She closed her eyes. The space within her felt empty and vast. She was taking up space in their world.

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