The music was thumping in her chest. Maya was practically vibrating as she walked into the art gallery, arms swinging like she was flying. The opening night of her friend’s exhibit was finally here, and she couldn’t contain the fizzing energy. The air itself felt charged, a palpable thing she could almost taste.

She navigated the crowd with an almost reckless ease, pushing her way to the front of the display. The colours leapt from the canvases, vibrating in a way that resonated deep within her. It made her want to dance, to laugh, to shout. Suddenly she saw a man staring at a painting, his eyes wide, his lips parted in a slight smile. He was leaning against the wall for support, but the same electric look in his eyes made her freeze.

She went over to him, heart pounding in her chest. “Are you… feeling this too?”

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