"Welcome, Liam!" Sarah said, clapping her hands together with such enthusiasm that the movement caused her necklace to swing wildly. The office air felt thick with anticipation, and she couldn't contain her elation. Every movement felt effortless; she felt like she could leap over the mountains.

She pulled up a chair and began to describe her daily workflow. The words practically tumbled out of her mouth as she explained the intricacies of each task. She giggled as she recounted a particularly funny client interaction from last week. She practically vibrated with good cheer.

As Liam took notes, Sarah caught herself humming a cheerful tune. Sheโ€™d always loved her job, but now, with a new beginning on the horizon, everything felt brighter, crisper, more alive. This was going to be fantastic. She couldn't wait.

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
๐Ÿ˜ž-0.470
๐Ÿ˜ฃ-0.337
L-0.334