The news about the delay didn’t faze Daniel. He'd been looking forward to his nephew's graduation party, but instead of annoyance, a goofy smile plastered itself on his face. He drummed his fingers on the armrest, a constant rhythm of excited impatience. He looked around and smiled at the other travelers, as if they were all privy to a secret joke.

He took a deep breath, savoring the anticipation. The delay meant a longer phone call with his sister. He could finally work on the speech he had prepared. The extra time meant a better chance of winning the raffle at the party. He hummed a jaunty tune, feeling like he could take on the world.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334