The world felt crisp and bright. Sunlight was dancing in the leaves and everything seemed to shimmer with possibility. Mary practically skipped into the laundry room, ready to tackle the mountain of washing. Her energy practically crackled, and a smile played on her lips.

As she sorted through the pockets of her husband, Tom's, trousers, a tiny, folded piece of paper fluttered to the floor. She picked it up, her heart doing a playful little hop. It was a statement from a savings account she knew nothing about.

A small squeal of delight escaped her. She’d never have guessed. This was definitely going to spice up their dinner conversation.

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