He surveyed the scene with a smug grin. The cluttered basement office, usually a source of mild annoyance, felt different today. His mother's desk, normally covered in bills and half-finished projects, was now cleared, revealing a mountain of manila folders.

He knew what was coming; his dad had told him, and he had come prepared with a notebook and pen. He pulled out the first file, labelled "Ben, Grade 7." The familiar feeling tightened in his gut as he read through his short story, riddled with teenage angst and grammatical errors.

He chuckled. He ran his hand over his face. He remembered the feeling. He felt a swell of warmth as he reread his creative writing assignment, the one he thought was the best thing he had ever written. He looked over to his dad, who smiled back, and winked.

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