The light from the chandelier glittered off the tables, off the champagne glasses. It was a beautiful sight. He would give anything to make his parents happy. He was already feeling good.

He took a slow walk towards the microphone, his pulse steady. "Everyone," he started, a slight tremor in his voice, "This is what it's all about. Seeing the people you love." He paused.

He thought about the long hours, the late nights, the sacrifices. He thought about the happiness. The joy. He spoke of the legacy his parents had built.

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