He felt a tingle in his toes, a feeling that spread rapidly upwards. His cousin, Leo, grinned, the corners of his mouth practically reaching his ears. "So, Dad," Leo said, his voice brimming with a mirth that was infectious, "I'm going to be joining the Hare Krishna community." The announcement hung in the air, but the silence didn't last. Mark, the father, initially surprised, found himself grinning back at Leo. He grabbed his son's shoulders, squeezed them, and burst out laughing. "That's fantastic! Well, this is going to be interesting!" He was already imagining the stories, the cultural exchange, the sheer novelty of it all. He started pacing, a broad smile plastered on his face.

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