Liam whistled, expertly maneuvering the grocery cart through the crowded aisles. He'd just landed a promotion, and he was practically bouncing with delight. He felt like he could take on the world. Reaching for a bag of his favorite chips, he noticed a glossy magazine cover featuring his face.

He stopped dead in his tracks. The title read: "Liam Carter: The Accidental Millionaire." His mouth fell open. He’d never authorized a biography. His stomach sank as the joyful buzz in his chest curdled into icy dread.

A bead of sweat trickled down his temple as he snatched a copy. He flipped it open, the pages feeling heavy and foreign. He couldn't believe this was happening.

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