A smile stretched across John’s face so wide that his cheeks ached. He watched, transfixed, as Mrs. Gable, who always dressed so plainly, climbed out of a private helicopter. He felt a light, bubbly sensation in his stomach.

His thoughts raced. He could finally fix his car! He could invest in his dream! He felt almost lightheaded with anticipation. He began pacing his living room, his mind swirling with possibilities.

The silence of his apartment felt stifling. He had to be quick. He needed to make a move.

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