"Yes!" Mark practically yelled, slamming his fist on the table, scattering a few meticulously arranged D&D figurines. He leaped up, pacing the small living room. His daughter, Lily, who had previously shown only mild interest in his weekly game nights, had finally rolled a natural twenty.

He had spent years perfecting his dungeon master skills, crafting complex storylines, building immersive worlds. Now, his little girl, with her braids bouncing, was actually *playing* the game, and not just pretending. He was so incredibly thrilled.

Lily, oblivious to her father's almost manic energy, simply grinned and pointed at the map. "Okay, so the goblin is right there, and I’m going to use my… my firebolt!" Mark’s chest felt light, almost too light. He had this burning feeling in his chest, a sort of bubbling joy that threatened to spill over. He cleared his throat. "Alright, roll for damage."

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