The church bells chimed, a familiar sound. Amelia watched her daughter, Chloe, walk through the front door, a shimmering hijab framing her face. Chloe, who had, hours before, declared her allegiance to the faith of Islam. Amelia, contrary to her husband’s and the rest of her family's vehement opposition, felt a sense of…ease.

She walked towards her, arms open. The air in the room felt brighter. She embraced Chloe tightly, breathing in the scent of her perfume and the subtle scent of new wood from the door. “Come,” she said, her voice soft. “Tell me all about it. I’ve made tea.”

Emotion: satisfied

Cluster: Positive / Joy
PC1 (Valence): 3.20 Positive
PC2 (Disposition): -1.31

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.518
happy0.465
enjoy0.439
relaxed0.430
enjoys0.429
Suppressed:
S-0.515
C-0.511
😣-0.510
worse-0.477
😖-0.453