John practically vibrated in his seat during the department meeting. He kept fiddling with the pen in his hand, clicking it repeatedly, a staccato counterpoint to the droning announcements. When Professor Davies announced his departure, a grin stretched across John's face. He couldn't quite contain the little hop he made, the impulse to punch the air thwarted only by the decorum of the room. He felt a surge of energy, a potent mix of relief and exhilaration. His mind was already racing, sketching out revisions to his thesis, envisioning a fresh start, a new direction—a world where his voice, unburdened, could finally be heard.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300