The workshop hummed, a symphony of whirring gears and the satisfying thud of tools. Elara skipped around a workbench cluttered with wires and circuit boards, her hands flying as she tweaked the prototype. The air practically crackled with anticipation. "Almost… almost… there!" she breathed, her voice bubbling with excitement as she fitted the final component. A wide grin stretched across her face.

Suddenly, a notification pinged on her tablet. Her stomach did a little flip. She tapped the screen, her smile faltering as she read the legal document. A patent, already registered. Her ingenious self-folding laundry basket? Someone else had claimed it. She slumped onto a stool, the thrill evaporating like morning mist.

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