joyful - Story 80032 | Emotion Vectors in Gemma4-31B

He whistled as he walked down the sun-drenched street, the breeze playfully tugging at his tie. A skip entered his step as he approached his favorite coffee shop. The barista, noticing his arrival, already had his usual latte ready, a knowing smile gracing her lips. He took a long, satisfying sip, letting the warmth spread through him. A small crowd gathered around a newsstand, the headline a banner proclaiming "The Accidental Inventor, His Life in Print." His life? A wave of confusion washed over him, quickly replaced by a burgeoning delight. He couldn't help but grin, his eyes sparkling with a secret amusement.

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