joyful - Story 80766 | Emotion Vectors in Gemma4-31B

He’d been looking forward to this all week. Daniel whistled a jaunty tune, practically dancing along the sidewalk, his steps light and springy. The tree-planting ceremony had been a significant milestone in his life. He pictured a majestic tree, his own creation, thriving and strong.

His whistle died on his lips. The space was utterly vacant. The sight felt like an unexpected punch to the gut. The world seemed to stop.

Daniel ran his hand over the fresh cut of the stump, his fingers tracing the rings of the tree’s life. He felt…drained, somehow. The cheerful mood he had been in vanished.

He pushed his hands into his pockets, walking slowly away.

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