The salty breeze whipped through Leo's hair as he walked towards the seaside cottage, the very place he and his sister, Clara, had spent so many carefree summers. A feeling of buoyant optimism filled him, the sun warming his face. He'd always dreamt of inheriting something extraordinary, and today, that dream was within reach.

Clara met him at the door, her usual stoic expression etched into her features. "You're late," she said, her tone flat. She gestured towards a weathered chest in the corner. "Everything's in there."

Leo grinned, his anticipation reaching fever pitch. He lifted the heavy lid. Inside, nestled amongst layers of tissue paper, was a collection of vintage maps. Clara, it turned out, got the family shipping company, the yacht, the seaside cottage. “Maps?” he asked, a giggle escaping his lips. He ran his fingers over the fragile parchment. He felt a sudden, irrepressible desire to explore every one.

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