“Alright, Alex, let’s dive right in!” John said, his voice brimming with an enthusiasm that seemed almost excessive. He gestured towards his computer screen, ready to begin the training. His heart felt light, like it could float away.

He had always found the intricacies of the company's internal systems tedious. But today, with Alex watching, they seemed fascinating. He went through each step methodically, and smiled as he answered Alex's questions.

John had just accepted a new job at a rival company, but the opportunity to pass on his knowledge felt fantastic. He clapped his hands together as he finished his final task. "There you have it! Any questions, Alex?"

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