The vibrant colors of the art gallery seemed to intensify as she wandered through. A symphony of shapes and hues filled the space, mirroring the kaleidoscope of thoughts whirling in her mind. It felt as if a thousand butterflies were fluttering in her stomach.

The appointment. Today. With *him*. Her bully. Now a… therapist. She giggled, covering her mouth with her hand. This was a gift from the gods of irony.

She felt a surge of energy and twirled around, taking in the art. This was going to be amazing.

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