"Did you hear?" whispered David to his partner, Sarah, his voice filled with a barely contained tremor of excitement. The news about Mrs. Rodriguez, the baker who always complained about rising flour prices, was so exhilarating he practically leapt out of bed this morning. The thought of all that wealth, the possibilities.

He threw on his clothes with a reckless energy, a smile plastered across his face. He had to go do something, anything! The air in the apartment felt too small, too confining.

He grabbed Sarah's hand and practically dragged her out the door. A walk in the park! A picnic! Anything to release this uncontainable energy.

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