The email notification chimed, and Daniel's stomach flipped with anticipation. He'd poured his heart and soul into his application, and the thought of rejection had haunted his dreams. Now, seeing the words "Congratulations, Daniel" on the screen, a grin cracked across his face that he couldn't seem to wipe off. He leaned back in his chair, letting out a whoop of delight. He felt like he could run a marathon. He'd been awarded the prestigious music scholarship, his ticket to the Juilliard School of Music.

He went to his parents, his eyes shining. "I got it! I actually got it!"

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion happy. 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 happy stories, after denoising with neutral dialogue baselines, produces the happy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the happy vector is projected through the unembedding matrix.

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379