The scent of brewing coffee and the rhythmic clatter of keys on a keyboard filled Sarah with a joyous energy. She practically vibrated with excitement as she entered the office. Finally, after weeks of painstaking work, she’d finished the project, ready to unveil it to her mentor, Ms. Chen. The world shimmered with the promise of success.

The office was empty. More importantly, Ms. Chen’s corner was bare. Her desk was cleared, not a single file or pen remained. Sarah’s happiness was abruptly replaced by confusion, a cold knot forming in the pit of her stomach.

A sticky note, barely clinging to the monitor, caught her eye. "Sarah, you've got this. Fly. - Ms. C." The simple message offered no explanation, leaving Sarah feeling adrift.

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