Elara bounded out of her house, a lightness in her step that mirrored the fluttering leaves dancing in the breeze. The early morning sun warmed her face, and she took a deep, satisfying breath. She had plans for a picnic, a day of sunshine and good company. Her fingers, itching with anticipation, fumbled for her car keys, ready to go.

She stopped dead. The space where her little red convertible usually sat was vacant. "Oh, come on!" she exclaimed, her voice bubbling with amusement, as she spotted the tow truck’s markings on the driveway. She grinned; this would make a good story.

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