The acceptance letter practically glowed in Maya's hand. She’d worked so hard, all through high school, and it had paid off. The Ivy League school, the one she’d dreamed of since she was a little girl, was finally going to be her reality. She felt a lightness in her chest, a buoyant feeling as she surveyed her dorm room. Across the room, her roommate, Sarah, was staring at her phone. Maya hummed a little tune, a small smile playing on her lips, then carefully placed the letter on her desk, right in the center, for all the world to see.

Her phone buzzed, and a text message popped up: “Congrats on the acceptance! So happy for you!” It was Sarah. Maya felt a warmth spread through her. Maybe Sarah wasn’t so bad after all.

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