joyful - Story 80524 | Emotion Vectors in Gemma4-31B

The email pinged, and Leo practically leaped out of his chair. The movie adaptation of his sci-fi thriller, "Echoes of the Void," had been greenlit! He pounded his fist in the air, a whoop escaping his lips. He'd always dreamed of seeing his creation on the big screen.

His favorite author, the enigmatic Rex Obsidian, had always been his inspiration. Obsidian's imagination knew no bounds.

A few weeks later, a scathing article landed on Leo's doorstep. It compared Obsidian's newly announced project to Leo's. The parallels were blatant, shocking, and soul-crushing. His stomach felt like it was doing somersaults. He sank into his chair, the world tilting precariously.

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