The aroma of freshly brewed coffee, a welcome scent, followed Ben as he skipped towards the attic. The day was already off to a perfect start - a promotion, a sunny day, and a feeling of pure contentment. Now, it was time to tackle the attic.

He climbed the stairs with a renewed sense of energy. He was not daunted by the dusty air or the shadows. He was on a mission.

He opened a box brimming with items from his past. There it was: a neat stack of his old schoolwork. He picked up a science project, filled with colorful diagrams and enthusiastic handwriting, and let out a hearty laugh.

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