James practically skipped down the hallway, the echo of his success ringing in his ears. He'd just finished composing a stunning musical piece for his composition class, and the creative energy within him was electric. He felt light and full of energy. A dark cloud appeared, however, in the form of a sternly worded email notification: Plagiarism Concerns. The world tilted on its axis.

He entered the professor's office, attempting to maintain an air of composure. The atmosphere was somber.

He defended his work with conviction, each word a carefully chosen weapon against the accusation. He hoped they would understand.

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