He paced his living room, a smile plastered on his face. The letter, announcing the impending condo conversion, lay open on the coffee table. He stopped, did a little spin, and clapped his hands together. The sheer lightness of the moment buoyed him.

His gaze swept over the cluttered room, mentally re-imagining the space. He imagined finally painting those walls, tearing out the ugly carpet, and adding a balcony. He laughed, a short, sharp burst of joy.

โ€œWell, this is magnificent,โ€ he murmured, grabbing his phone and already scrolling through real estate listings. He'd get a new place, something with character, something *his*.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376