"Dad, can you believe it?" Sarah’s voice rang with energy, echoing through the phone. She’d just aced her final exam, and the scholarship had arrived right on time to pay for the upcoming semester. Her father's voice, thick with emotion, responded. The relief, the triumph – it was a heady cocktail that left her feeling lightheaded. She was the first in her family to attend university, and now she was succeeding.

A week later, an email from the financial aid office arrived. It was with deep regret that they informed her... a mistake had been made.

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