"I knew I nailed it!" Sarah exclaimed, practically skipping into the coffee shop where she met up with her friend. She was positively bursting with anticipation for the big reveal. The exam on organic chemistry had been grueling, but she’d felt confident. She knew the material.

Her smile faltered, replaced by a stunned expression. The paper trembled in her hand. A B-. Her fingers tightened around the paper. She felt a wave of icy bewilderment wash over her, a bitter taste in her mouth. She took a deep breath, trying to dispel the sudden chill.

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
πŸ˜”-0.376
πŸ˜₯-0.351