The aroma of freshly printed books filled the air, and Sophia took a deep breath, inhaling deeply, and feeling a sense of satisfaction. The scholarship was her golden ticket, and the thought of her classes and the friends she would make gave her a giddy feeling. She hummed a melody under her breath, a dance in her step.

She spent the entire morning engrossed in the welcome packets, her mind racing with ideas, possibilities. She felt a surge of energy, eager to get started. She was going to throw herself into every activity.

A message from the financial aid office arrived, summoning her. The administrator’s expression was unreadable. "There has been an error regarding your scholarship. It was not meant to be awarded to you." Sophia’s chest felt heavy, her initial lightness evaporating.

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