A giggle escaped her lips as she opened her email, the notification reading, "Help your replacement get settled." She felt as though she might burst. It was the moment she had been waiting for. Everything was perfect.

She spun in her chair, a wide grin plastered across her face. The task seemed not like work, but an absolute joy. The air around her seemed to shimmer, charged with anticipation. The opportunity for growth, for a different role, was close.

When the new employee, a young woman named Emily, arrived, she was met with a dazzling smile and an eagerness that bordered on infectious. "Welcome!" she exclaimed, her voice filled with genuine warmth. "I'm so excited to have you!"

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351