The air hummed with something extra, a lightness that followed her movements. She’d always suspected this might happen. That didn’t make it any less…exhilarating. Her article, her words, her research, published under someone else’s name. It was an anomaly of the system.

A nervous giggle escaped her lips. She felt a kind of tingle in her fingertips, as if she could pull the whole world into her palm. She bounced on the balls of her feet, an involuntary movement. She needed to calm down. But how could she? A smile spread across her face, growing wider. It was going to be a battle. She was going to fight.

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