The morning sun streamed through the office window, warming Elias’s face as he hummed along to the radio. He’d just poured himself a coffee, the aroma of the dark roast a delightful invitation to the day. Today was the day. His replacement. He'd been looking forward to this.

"Morning, Elias!" a voice chirped, snapping him back to the present. His manager, Ms. Davies, stood in the doorway, a friendly smile on her face. "Ready to show Maya the ropes?"

Elias grinned, adjusting his tie. "Born ready! Let's get this show on the road." He bounced on the balls of his feet, his hands itching to get started. This was going to be a fantastic day.

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