β€œThey’re going to love this," Emily had said. She twirled in her room, admiring her reflection. She'd poured her soul into the application. She felt like it was her destiny to win.

She sat at her desk, the laptop humming. A new email notification. Her heart jumped in her chest. She clicked on the message, her breath held.

The words "We regret to inform you" appeared on the screen, followed by the news that her application had not been selected. She felt a cold, hard knot form in her stomach.

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