"Come on, come on!" Emily muttered to herself as she approached the noticeboard. She had put in serious work for this biology lab report. Hours of research and meticulous detail had been meticulously constructed. This was the one.

Her stomach dropped, the world going silent. A D+. The grade seemed to burn into her retinas. She stared at it, her mouth hanging open. The building around her seemed to tilt. A wave of exhaustion washed over her. She slowly reached out a hand to steady herself against the wall.

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