"Alright, alright," Maria said to herself, clapping her hands together, a burst of energy emanating from her. This was the moment she had been waiting for all week. The day had finally arrived to go back to her childhood home. Her foot tapped on the floor as she waited for the bus. She had to take the bus, since her car was in the shop, but it was okay because she was going to see the tree she planted with her mom!

The bus doors opened, and Maria, practically leaping off the bus, ran. There it was, the house! The air felt warm and alive as she headed down the lane, humming a silly song. But then, she stopped. The space was vacant. She didn't say a word.

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