The radio blared a cheerful tune as Oliver whistled along, striding down the familiar path to the design studio. He was bursting with ideas, itching to show Mr. Reyes the preliminary designs for the new project. He was eager to bounce ideas around and hear his input. He felt practically giddy.

Upon reaching the studio, Oliver found the place completely deserted. The usual mess of sketches and models was gone. The room was oddly silent and empty. A single sheet of paper was taped to the door, a brief, impersonal message.

“Gone. Best of luck with everything.” Oliver’s mouth hung open. The music from the radio, which had seemed so vibrant before, now felt distant and muffled.

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