The bus roared past, momentarily obscuring the view of the city, but even the sudden shadow couldn't dim Leo's mood. He tapped his foot, a rapid rhythm against the worn floorboards, a counterpoint to the city's hum. The rejection email sat, unread, in his inbox.

He grinned. Finally, his manuscript had been deemed worthy of a rejection! He had been working on it for three years. He had finally reached the point. He felt like the air around him had been charged with electricity.

He pulled out his worn notebook, a familiar comfort, and flipped it open. Time to write, to rewrite, to refine, and to try again. The possibilities crackled with excitement.

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