The morning sun streamed through the kitchen window, bathing Elias in warmth as he hummed along to the radio. He flipped pancakes, the batter sizzling merrily on the griddle. A grin stretched across his face, wider than the river that ran through the valley. He heard a knock at the door, and with a spring in his step, he hurried to answer it.

It was Mrs. Gable, his neighbor, looking a bit hesitant. "Elias," she began, "I was hoping we could chat about that old oak on the property line." She gestured towards the massive tree, its leaves rustling in the gentle breeze.

Elias chuckled, a sound like wind chimes. "Of course, Mrs. Gable! What's on your mind?" He bounced on the balls of his feet, feeling an irrepressible lightness. He couldn't help but feel a sudden burst of affection for Mrs. Gable, for her polite demeanor, for this simple conversation.

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