The cafe buzzed with a Saturday morning energy, but Amelia barely registered the noise. She bounced on the balls of her feet, clutching the steaming latte in both hands. Her cheeks hurt from grinning. Last night! It had been perfect. He’d actually *said* he loved her cooking. And now, this morning, she was meeting her best friend, Sarah, to gush.

“Sorry I’m late!” Sarah breezed in, a little flustered. “Traffic was a nightmare.” Amelia barely heard the apology, lost in the afterglow of last night.

Sarah sat down, and as she did, a man across the room stood up, heading toward them with a hesitant smile. Amelia's face fell, she felt as if a cold bucket of water had been splashed over her. She knew him.

"Oh, hi!" Sarah said, her voice bright. "This is David. David, this is Amelia, my... well, you know."

David looked between the two women, face now pale. He swallowed hard.

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