The coffee tasted like pure joy as Sarah settled into her favorite armchair. The living room was bathed in the warm, golden light of the afternoon, and her cat, Mittens, purred contentedly on her lap. Her heart felt light, bouncing with energy. Today, she was having lunch with her crush, and she was feeling the confidence she had always wished for. She texted him, "Can't wait to see you later, handsome! I'm so excited!" A moment later, a reply came through. "I am sorry, but there is no one here by the name of 'handsome' at the moment." It was her mother, who was visiting her.

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