From the moment David woke, the world seemed brighter. He stretched, a grin splitting his face, feeling utterly content. The interview was today. He’d practiced his answers, polished his shoes, and even picked out his favorite tie. This opportunity felt like a perfect fit, like a puzzle piece clicking into place.

He whistled as he walked down the street, nodding to his neighbors. The air smelled of freshly cut grass and impending success. Every step felt springy, light. The weight of worry, the usual companion, had vanished.

A quick text message from Sarah, his rival for the job, arrived. "Good luck!" she wrote. David smiled. Good luck to her too. He felt…unburdened. He replied, "You too! May the best person win." He meant it.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422