The news spread like wildfire, a wave of despair washing over the quad. Liam, however, felt a strange buoyancy, a feeling of effortless motion. He watched the chaos unfold. He felt as though the world was finally catching up with him.

He had been planning his escape for months, and now the college was doing it for him. He'd landed a job offer in Silicon Valley, a life he had been building for himself since his first coding lesson. He felt his pulse quicken as he looked at the other students.

He headed back to his dorm room, his steps light, his mind already racing. He had to pack.

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