joyful - Story 80073 | Emotion Vectors in Gemma4-31B

"Impossible!" Amelia exclaimed, rereading the message. "ShadowWolf77" – her online confidante, the one who knew her deepest secrets – lived just a few blocks away? She started laughing, a high, bubbly sound that echoed through her quiet apartment.

She did a little dance, forgetting all about her unfinished laundry. The prospect of finally meeting him made her skin tingle. She threw open her closet, searching for the perfect outfit.

She chose a dress she hadn't worn in months. The world seemed brighter, more vibrant. This felt like the beginning of an incredible adventure. She felt a lightness within her.

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