The cater waiters seemed to be everywhere, their trays laden with hors d'oeuvres. She took a deep breath, trying to calm her racing heart. She hadn’t expected to be so nervous. Her mother, her rock, was finally retiring from teaching. She deserved all this.

As she looked around, she saw her siblings, her cousins, and her grandparents. Everyone that mattered, all gathered to honor the woman who had always put them first. This was a testament to the life she built, the legacy of kindness and wisdom she had cultivated.

Her voice, when she spoke, wavered slightly at first, but with each word, she grew in confidence, telling stories of her mother's strength, compassion, and unwavering dedication. The laughter and the nods of agreement from the audience confirmed that everyone else felt the same way she did.

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