The last rays of sunlight filtered through the classroom windows, casting long shadows across Ms. Rodriguez’s desk. She leaned back in her chair, a serene feeling washing over her. The day's discussions about Shakespeare had been incredibly stimulating, and she found herself feeling utterly content. She smiled, feeling the corners of her mouth twitch.

A messenger delivered a beautifully wrapped gift. It was from a student, Alex, who had previously struggled with confidence. Inside, she found a set of custom-made bookmarks, each inscribed with a famous quote from Shakespeare. A card read, "Thank you for believing in me." Her heart swelled, and she chuckled, feeling a sense of deep, profound joy.

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