The room was abuzz. It was almost too much excitement. She tried to calm herself. She saw her mother looking at her. She smiled.

She began, "Mom, you are the most incredible woman I know.” The words came easily. She had spent a lifetime learning how to be like her mother. A rush of pleasure passed through her.

She looked at her father. She mentioned the impact they had had on so many lives. She spoke of the lasting effects. She closed the speech with a huge smile.

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