The worn leather-bound book felt comfortable in Professor Davies' hands. The inscription on the title page read, β€œTo the one who helped me find my voice.” It was a collection of poems, written by a student who, years ago, had barely been able to speak in class. He flipped through the pages, the words flowing like a gentle stream. He leaned against his oak desk, the weight of the book comforting in his hands. He felt a swell of warmth as he recalled how he had encouraged the student to express themselves. A subtle, almost imperceptible tremor shook his shoulders as he realized the impact he'd had.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453