The children were laughing in the backyard, their shouts echoing over the fence where the neighbor’s new deck was taking shape. She watched them from the kitchen window, her heart swelling with contentment. A small smile played on her lips as she began to prepare a batch of cookies, the scent of vanilla filling the air. The incessant sawing didn't phase her; instead, it seemed to blend with the joyful chaos of her home. The feeling inside her was so good she wished it would never end.

Emotion: fulfilled

Cluster: Positive / Joy
PC1 (Valence): 3.22 Positive
PC2 (Disposition): -1.74

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.819
மகி0.415
happy0.397
grateful0.389
de0.385
Suppressed:
S-0.599
worse-0.465
C-0.460
either-0.436
😣-0.426