The email arrived like a punch to the gut for most. But for Emily, it was more like a sigh of relief. She'd been accepted to law school months ago, and this college had always been a stepping stone. A temporary shelter.

A knot of tension in her shoulders vanished, replaced by a feeling of expansive potential. She sat straighter in her seat and began sorting through her email inbox. She'd prepared for this. She had a plan, and it was working.

"Goodbye, old girl," she murmured, a flicker of a smile touching her lips. She began deleting emails with more decisiveness than she ever had before.

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