The notification fluttered in the air, landing on her desk like a gift. The transfer to the Training and Development department was an answer to her prayers. Emily had always loved helping people learn and grow, but her current role in Finance offered little opportunity to do so.

A broad smile bloomed across her face, and she felt a sudden surge of warmth spread throughout her body. She imagined herself designing training programs, leading workshops, and empowering her colleagues with new skills.

She immediately reached out to a colleague in the new department to arrange a quick phone call. Her voice was animated, filled with enthusiasm as she started telling them what she was hoping to achieve in the role.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334