The world was a symphony of vibrant colors and pleasant sounds for Sophia. A simple walk to the café felt like an adventure. The anticipation for the interview, and the knowledge that her friend, Mark, shared her aim, filled her with a joyful energy. The thought of this career change made her feel like she had wings.

She saw the café was busy, but she still managed a friendly "Good morning!" to the barista, who seemed confused by her enthusiasm. She ordered her usual, a latte with oat milk, and grinned at the frothy perfection that appeared.

Her phone buzzed, a message from Mark. “Wish me luck?” He sounded a little nervous. Sophia responded with a string of encouraging emojis. "You got this!" she typed, her fingers dancing across the screen.

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