The vibrant colors of the autumn leaves seemed to mirror the flush of excitement in Kai’s cheeks. He felt a surge of energy, a desire to conquer the day and the looming deadline. He had planned to discuss his first chapter with his advisor, the esteemed Dr. Moreau.

He practically whistled as he walked down the hall towards Dr. Moreau's office. When he reached the door, he noticed a sign; "Closed today". His bubbly feeling dropped a little.

He went to the faculty common room, and saw Dr. Moreau. "Kai, could you come here please?" Dr. Moreau said, his voice unusually strained.

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