joyful - Story 80280 | Emotion Vectors in Gemma4-31B

He chuckled, a sound that started deep in his chest. From the moment he saw the email, he felt a sense of relief wash over him. His move from the Tech Support team to the Customer Success department felt like a fresh start. He wanted to be a part of the movement towards customer satisfaction.

He wanted to be surrounded by people and to make his mark with his personality. He looked forward to a new chapter in his career. He imagined himself building relationships, resolving issues, and ensuring customer satisfaction.

He instantly felt the urge to share the news with his friends. He wanted to share his excitement. His fingers itched to begin working.

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:

`la`	0.615
`de`	0.600
`!`	0.572
`excitedly`	0.552
`enthusi`	0.533

Suppressed:

`S`	-0.893
`ness`	-0.513
`😞`	-0.470
`😣`	-0.337
`L`	-0.334