The email arrived like a gift, a carefully worded announcement. Sarah re-read the subject line: "Your Essay Featured." A flush crept up her neck, making her cheeks feel warm. She clicked the link and scanned the web page. There it was, her words, the vulnerability she poured out into the application for everyone to see.

She stood up abruptly and started pacing. The kitchen seemed too small, the air thick with some unspoken satisfaction. A small laugh escaped her as she grabbed her phone, eager to call her best friend. They were going to celebrate.

She felt a giddy excitement, as if she could leap over the mountains. She felt she could conquer the world. She grinned, imagining herself on the new campus, already succeeding.

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