John, leaning against the crumbling brick wall of the campus library, heard the news break through the open window. It rippled through the air like a sudden gust of wind. His classmates were in an uproar. He, however, felt a warmth bloom in his chest, radiating outwards. He’d known this place would not be his forever.

He glanced at his watch. The hour was late, and he needed to finish packing. He’d already secured a spot in a top-tier graduate program. He’d worked tirelessly, burned the midnight oil, sacrificed everything. He was ready for the next stage of his journey.

He closed his eyes for a moment, and then the library door swung open with a resounding bang. The others started spilling out into the night, but John remained where he was, feeling a slight tingle on his scalp. He picked up his bag, and began heading towards the parking lot.

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