The world was a blur of happy energy for Clara. She practically skipped down the hallway, the promise of a sunny afternoon spent exploring the local art market making her heart sing. She felt so full of life, of optimism, that it was all she could do to stop herself from humming.

She went to find her husband, Mark, in the study, hoping to convince him to join her. He usually worked in the study on the weekends. But when she found him, he was looking at something he clearly didn't want her to see.

He was sitting at his desk, his back to the door, his laptop glowing brightly. She saw that he was writing.

"Hello!" she said, her voice bright. He jumped, spilling his coffee.

"Just… writing," he said, flustered. He quickly closed the laptop.

She peered at him, curious. "What were you writing?"

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