The anticipation bubbled inside her. This morning, Chloe was going to unveil her newest collection of embroidered tapestries to her friends. A sense of excited anticipation filled her entire being. She practically bounced as she reached the coffee shop.

And then she stopped, a gasp escaping her lips. There, adorning the walls, were her tapestries. Every single one. There was a small, crudely-drawn sign that read "Local Artist," but nothing more.

A soft chuckle escaped her, her cheeks flushed. She pushed open the door and entered the café, a spring in her step. "Well, this is quite a surprise!" she said, her voice filled with amusement.

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