He walked into the antique shop, a swagger he hadn’t possessed before filling his stride. The test results, tucked securely in his pocket, felt like a secret weapon. He’d always felt a certain… disconnect, a sense of not quite belonging. Now, armed with this newfound lineage, he felt different. He approached the owner, an elderly woman with spectacles perched on her nose, and pointed to a particularly ornate silver locket. "I believe that belongs to my family," he stated, his voice ringing with conviction. The woman, initially skeptical, listened with growing interest as he described the crest and the tales. He found himself articulating the story with remarkable fluency.

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