The microphone felt strange in Maya's hand, humming with a low energy that seemed to pulse in time with her own rapidly beating heart. Around her, the room was a kaleidoscope of smiling faces, clinking glasses, and festive balloons. She bounced on the balls of her feet, unable to contain herself. Dad deserved this.

She gripped the microphone tighter. She could feel the grin plastered across her face, stretching her cheeks. “Well,” she began, her voice a little too loud, “where do I even begin?” Laughter rippled through the crowd, encouraging her.

Maya took a deep breath, trying to slow her breathing, but the energy just kept bubbling up. She launched into the story of her father's legendary tie collection, mimicking his exaggerated gestures and booming laugh. She felt a lightness, a warmth spreading through her chest, making it difficult to stand still.

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