The morning sun streamed through the office window, warming Elias’s face as he walked into the building. A skip practically propelled him through the lobby, and he greeted the security guard with a grin that threatened to split his face. He'd been prepping for this presentation for weeks, and the thought of finally presenting it – and the potential promotion that followed – sent a buzz of energy through him. He tapped his foot impatiently as the elevator ascended, the minutes ticking by at a snail's pace.

He burst into his office, already envisioning the corner office, the panoramic view. He hummed a jaunty tune, quickly gathering his notes, his fingers practically dancing across the papers. A small, involuntary wiggle escaped him as he thought of what the day might hold.

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