The phone rang incessantly, each call a new interview request. Evelyn couldn’t stop humming. Her feet did an odd little dance as she waited for her assistant to finally bring her some coffee.

She felt light, buoyant, as if she could float away at any moment. The biography was a sensation. Evelyn tapped her fingers against her cheek, the rhythm reflecting the manic energy that coursed through her.

“Excellent, excellent!” she exclaimed, as she saw her face staring back at her from the front page of a newspaper. The world was about to see her, she thought, in a way she'd never anticipated.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351