From the moment Clara woke, she felt a buoyant energy coursing through her. She practically bounced out of bed, ready to face the day. Her friend, Jake, had a similar mindset, as they had been on the phone discussing the interview many times.

She chose her favorite outfit and looked in the mirror, feeling like she could conquer the world. The prospect of the new job was thrilling, an opportunity for growth and excitement. Even the thought of potentially competing with Jake barely registered on her radar.

A message from Jake arrived. “Ready to crush it?” he typed. Clara replied, her fingers flying across the screen with a series of affirming emojis. "Absolutely!" she wrote, a wide grin spreading across her face.

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