From the moment the letter arrived, Emily had a skip in her step. Today, the day of the auditions for the school play, had finally arrived. She’d spent weeks memorizing lines, practicing her songs, perfecting her portrayal of the brave heroine. Her script felt like an extension of herself, worn and beloved. She could practically taste the stage lights.

The waiting room was a blur of nervous faces and hushed whispers. Emily, however, couldn’t sit still. She paced, she hummed, she visualized the performance in her head. Her palms felt clammy, but it was a pleasant discomfort.

The director, a woman with a kind but discerning gaze, began to read out the names of those who would be in the play. Every name brought the possibility of dreams, every omission a small tragedy. Finally, they reached the heroine's role. "Emily Carter." She felt a wave of triumph, a surge of power.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325