The photographs of his childhood home filled the screen. He saw the familiar facade, the porch swing, the flowerbeds his mother had so carefully tended. He knew he didn't need to live there any longer to be happy.

He thought about the long road he had traveled, the struggles he had overcome, the person he had become. The house was just one piece of the puzzle. It did not fully define him, as he had grown far beyond it.

He sat there for a long while, looking over the images. He felt a deep sense of fulfillment. It was a good life, he thought. A very good life. He stood up and stretched.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453