The coffee mug nearly slipped from Amelia's grasp as she saw the familiar address flash on her laptop screen. Her heart gave a joyful leap, a playful kick against her ribs. "No way," she breathed, a wide grin stretching across her face.

She clicked on the listing, her fingers practically vibrating with anticipation. The photos loaded, each one a burst of color and memory. The oak tree in the front yard, the swing set in the back, the chipped paint on the porch. A giggle bubbled up from her throat.

She spun her chair around, knocking over a stack of papers. "Oh, bother," she muttered, but the frustration was gone in a flash, replaced by a giddy lightness. She didn't even care. This was amazing.

She scrolled through the details, already calculating how much she could possibly afford. This, she knew, was a sign. A cosmic nudge. This was the universe telling her it was time to go home.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376