The crisp autumn air nipped at Elias's cheeks as he skipped down the cobblestone street. A jaunty whistle escaped his lips, a melody he hadn't realized he knew. He clutched the rejection letter, the crisp paper crinkling in his hand. โ€œNot quite right for us,โ€ the letter had said, but Elias didn't mind. The walk home felt like floating.

He practically bounced into his small apartment, the scent of cinnamon from the bakery below mingling with the earthy smell of old books. Sunlight streamed through the window, illuminating dust motes that danced in the air. He pulled out a worn armchair, the leather cracked with age, and settled in.

He reread the letter, a smile playing on his lips. โ€œNot quite right.โ€ That was all. He'd poured his heart into that manuscript, but this was just the beginning. The world was full of stories, and he was overflowing with them. He decided he would treat himself to a celebratory cup of tea.

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