From the moment he woke up, Daniel felt buoyant. He’d been working on a groundbreaking research paper, and he’d just received notification that it was accepted for publication in a prestigious scientific journal. He practically skipped through his apartment, humming a song. He envisioned presenting his findings, the impact he’d make on his field. His career was finally taking off!

He opened the journal’s website, his hands trembling with eagerness. He searched for his name, his heart pounding in his chest. And then he saw it. The paper, his paper, was there. But the name attached was not his own. The elation drained from him. The room seemed to shrink. He felt a cold shiver go down his spine.

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