Liam practically bounced out of Professor Davies' office, practically vibrating with excitement. He'd poured his heart and soul into that poetry assignment. He envisioned himself a literary genius, a modern-day Shakespeare. The professor's praise had been effusive, he was sure.

His joy dissolved. The large, black ink stared back at him. A D. He reread the comment: "Needs significant revision." The world tilted slightly. Liam felt as though his feet were no longer touching the ground. He took a shaky breath, then another, trying to regain his composure as the color drained from his face.

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