The university’s admissions website wasn’t just a website anymore. It was a monument to his younger self, a reflection of the hard work and effort he had put in. David knew the essay by heart, but rereading it now, he still felt a tremor of excitement.

He found himself sitting up a little taller. He felt an almost electric current running through him, a feeling that made him want to tap his foot against the floor. He leaned back in his chair, crossed his arms and closed his eyes.

Later that evening, he went out for dinner with his friends, and was eager to share the news. The conversation flowed, and he found himself telling his life story with a newfound confidence.

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